{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SphereFace in Keras"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook converts the pytorch weights of SphereFace model into Keras.\n",
    "\n",
    "Ref repo: https://github.com/clcarwin/sphereface_pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tensorflow\n",
    "from tensorflow.python.keras.engine import training\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import backend as K\n",
    "from tensorflow.keras.layers import Convolution2D, Add, Activation, PReLU, Dense, Input\n",
    "import torch\n",
    "from deepface.commons import functions\n",
    "from deepface.commons import distance as dst\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf version:  1.9.0\n",
      "torch version:  1.5.0+cpu\n"
     ]
    }
   ],
   "source": [
    "print(\"tf version: \",tensorflow.__version__)\n",
    "print(\"torch version: \",torch.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Torch model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'collections.OrderedDict'>\n"
     ]
    }
   ],
   "source": [
    "#Network structure: https://github.com/clcarwin/sphereface_pytorch/blob/master/net_sphere.py\n",
    "#Pre-trained weights: https://github.com/clcarwin/sphereface_pytorch/blob/master/model/sphere20a_20171020.7z\n",
    "PATH = \"sphere20a_20171020.pth\"\n",
    "\n",
    "model = torch.load(PATH)\n",
    "print(type(model))\n",
    "\n",
    "model_layers = list(model.items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "storing weights of  conv1_1.weight (3, 3, 3, 64)\n",
      "storing weights of  conv1_1.bias (64,)\n",
      "storing weights of  relu1_1.weight (1, 1, 64)\n",
      "storing weights of  conv1_2.weight (3, 3, 64, 64)\n",
      "storing weights of  conv1_2.bias (64,)\n",
      "storing weights of  relu1_2.weight (1, 1, 64)\n",
      "storing weights of  conv1_3.weight (3, 3, 64, 64)\n",
      "storing weights of  conv1_3.bias (64,)\n",
      "storing weights of  relu1_3.weight (1, 1, 64)\n",
      "storing weights of  conv2_1.weight (3, 3, 64, 128)\n",
      "storing weights of  conv2_1.bias (128,)\n",
      "storing weights of  relu2_1.weight (1, 1, 128)\n",
      "storing weights of  conv2_2.weight (3, 3, 128, 128)\n",
      "storing weights of  conv2_2.bias (128,)\n",
      "storing weights of  relu2_2.weight (1, 1, 128)\n",
      "storing weights of  conv2_3.weight (3, 3, 128, 128)\n",
      "storing weights of  conv2_3.bias (128,)\n",
      "storing weights of  relu2_3.weight (1, 1, 128)\n",
      "storing weights of  conv2_4.weight (3, 3, 128, 128)\n",
      "storing weights of  conv2_4.bias (128,)\n",
      "storing weights of  relu2_4.weight (1, 1, 128)\n",
      "storing weights of  conv2_5.weight (3, 3, 128, 128)\n",
      "storing weights of  conv2_5.bias (128,)\n",
      "storing weights of  relu2_5.weight (1, 1, 128)\n",
      "storing weights of  conv3_1.weight (3, 3, 128, 256)\n",
      "storing weights of  conv3_1.bias (256,)\n",
      "storing weights of  relu3_1.weight (1, 1, 256)\n",
      "storing weights of  conv3_2.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_2.bias (256,)\n",
      "storing weights of  relu3_2.weight (1, 1, 256)\n",
      "storing weights of  conv3_3.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_3.bias (256,)\n",
      "storing weights of  relu3_3.weight (1, 1, 256)\n",
      "storing weights of  conv3_4.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_4.bias (256,)\n",
      "storing weights of  relu3_4.weight (1, 1, 256)\n",
      "storing weights of  conv3_5.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_5.bias (256,)\n",
      "storing weights of  relu3_5.weight (1, 1, 256)\n",
      "storing weights of  conv3_6.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_6.bias (256,)\n",
      "storing weights of  relu3_6.weight (1, 1, 256)\n",
      "storing weights of  conv3_7.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_7.bias (256,)\n",
      "storing weights of  relu3_7.weight (1, 1, 256)\n",
      "storing weights of  conv3_8.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_8.bias (256,)\n",
      "storing weights of  relu3_8.weight (1, 1, 256)\n",
      "storing weights of  conv3_9.weight (3, 3, 256, 256)\n",
      "storing weights of  conv3_9.bias (256,)\n",
      "storing weights of  relu3_9.weight (1, 1, 256)\n",
      "storing weights of  conv4_1.weight (3, 3, 256, 512)\n",
      "storing weights of  conv4_1.bias (512,)\n",
      "storing weights of  relu4_1.weight (1, 1, 512)\n",
      "storing weights of  conv4_2.weight (3, 3, 512, 512)\n",
      "storing weights of  conv4_2.bias (512,)\n",
      "storing weights of  relu4_2.weight (1, 1, 512)\n",
      "storing weights of  conv4_3.weight (3, 3, 512, 512)\n",
      "storing weights of  conv4_3.bias (512,)\n",
      "storing weights of  relu4_3.weight (1, 1, 512)\n",
      "storing weights of  fc5.weight (21504, 512)\n",
      "storing weights of  fc5.bias (512,)\n",
      "storing weights of  fc6.weight (512, 10574)\n"
     ]
    }
   ],
   "source": [
    "source_layers = []\n",
    "\n",
    "source = {}\n",
    "idx = 0\n",
    "for layer in model_layers:\n",
    "    layer_name = layer[0]\n",
    "    layer_weights = layer[1].detach().numpy()\n",
    "    if idx < len(model_layers) - 1:\n",
    "        layer_weights = np.transpose(layer_weights)\n",
    "    \n",
    "    if 'relu' in layer_name: # and len(layer_weights.shape) == 3 and layer_weights[0] == 1 and layer_weights[1] == 1: \n",
    "        layer_weights = np.expand_dims(layer_weights, axis = 0)\n",
    "        layer_weights = np.expand_dims(layer_weights, axis = 0)\n",
    "    \n",
    "    print(\"storing weights of \",layer_name, layer_weights.shape)\n",
    "    source[layer_name] = layer_weights\n",
    "    source_layers.append(layer_name) #to revalidate the keras model later\n",
    "    #np.save(\"source_weights/%s\" % (layer_name), layer_weights)\n",
    "    idx = idx + 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build SphereFace in Keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Building SphereFace in Keras is heavily inspired the repo: https://github.com/radonys/SphereFace-Keras/blob/master/sphereface_20.py\n",
    "    \n",
    "shared_axes = [1, 2]\n",
    "\n",
    "img_input = Input(shape=(96, 112, 3)) #torch shape: (1,3,112,96)\n",
    "\n",
    "#Conv 1.X\n",
    "\n",
    "conv1_1 = Convolution2D(64, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv1_1')(img_input)\n",
    "relu1_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_1')(conv1_1)\n",
    "    \n",
    "conv1_2 = Convolution2D(64, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv1_2')(relu1_1)\n",
    "relu1_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_2')(conv1_2)\n",
    "\n",
    "conv1_3 = Convolution2D(64, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv1_3')(relu1_2)\n",
    "relu1_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_3')(conv1_3)\n",
    "\n",
    "res1_3 = Add()([relu1_1, relu1_3])\n",
    "\n",
    "#Conv 2.X\n",
    "\n",
    "conv2_1 = Convolution2D(128, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv2_1')(res1_3)\n",
    "relu2_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_1')(conv2_1)\n",
    "\n",
    "conv2_2 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_2')(relu2_1)\n",
    "relu2_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_2')(conv2_2)\n",
    "\n",
    "conv2_3 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_3')(relu2_2)\n",
    "relu2_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_3')(conv2_3)\n",
    "\n",
    "res2_3 = Add()([relu2_1, relu2_3])\n",
    "\n",
    "conv2_4 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_4')(res2_3)\n",
    "relu2_4 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_4')(conv2_4)\n",
    "\n",
    "conv2_5 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_5')(relu2_4)\n",
    "relu2_5 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_5')(conv2_5)\n",
    "\n",
    "res2_5 = Add()([res2_3, relu2_5])\n",
    "\n",
    "#Conv 3.X\n",
    "\n",
    "conv3_1 = Convolution2D(256, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv3_1')(res2_5)\n",
    "relu3_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_1')(conv3_1)\n",
    "\n",
    "conv3_2 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_2')(relu3_1)\n",
    "relu3_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_2')(conv3_2)\n",
    "\n",
    "conv3_3 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_3')(relu3_2)\n",
    "relu3_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_3')(conv3_3)\n",
    "\n",
    "res3_3 = Add()([relu3_1, relu3_3])\n",
    "\n",
    "conv3_4 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_4')(res3_3)\n",
    "relu3_4 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_4')(conv3_4)\n",
    "\n",
    "conv3_5 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_5')(relu3_4)\n",
    "relu3_5 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_5')(conv3_5)\n",
    "\n",
    "res3_5 = Add()([res3_3, relu3_5])\n",
    "\n",
    "conv3_6 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_6')(res3_5)\n",
    "relu3_6 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_6')(conv3_6)\n",
    "\n",
    "conv3_7 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_7')(relu3_6)\n",
    "relu3_7 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_7')(conv3_7)\n",
    "\n",
    "res3_7 = Add()([res3_5, relu3_7])\n",
    "\n",
    "conv3_8 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_8')(res3_7)\n",
    "relu3_8 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_8')(conv3_8)\n",
    "\n",
    "conv3_9 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_9')(relu3_8)\n",
    "relu3_9 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_9')(conv3_9)\n",
    "\n",
    "res3_9 = Add()([res3_7, relu3_9])\n",
    "\n",
    "#Conv 4.X\n",
    "\n",
    "conv4_1 = Convolution2D(512, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv4_1')(res3_9)\n",
    "relu4_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_1')(conv4_1)\n",
    "\n",
    "conv4_2 = Convolution2D(512, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv4_2')(relu4_1)\n",
    "relu4_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_2')(conv4_2)\n",
    "\n",
    "conv4_3 = Convolution2D(512, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv4_3')(relu4_2)\n",
    "relu4_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_3')(conv4_3)\n",
    "\n",
    "res4_3 = Add()([relu4_1, relu4_3])\n",
    "\n",
    "flatten = tensorflow.keras.layers.Flatten()(res4_3)\n",
    "fc5 = Dense(512, use_bias=True, bias_initializer='zeros', name = 'fc5')(flatten)\n",
    "\n",
    "fc6 = Dense(10574, activation=None, use_bias=False, name='fc6')(fc5)\n",
    "\n",
    "#model = tensorflow.keras.models.Model(img_input, fc6) #classification\n",
    "model = tensorflow.keras.models.Model(img_input, fc5) #embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1_1 :  2 (None, 48, 56, 64)\n",
      "relu1_1 :  1 (None, 48, 56, 64)\n",
      "conv1_2 :  2 (None, 48, 56, 64)\n",
      "relu1_2 :  1 (None, 48, 56, 64)\n",
      "conv1_3 :  2 (None, 48, 56, 64)\n",
      "relu1_3 :  1 (None, 48, 56, 64)\n",
      "conv2_1 :  2 (None, 24, 28, 128)\n",
      "relu2_1 :  1 (None, 24, 28, 128)\n",
      "conv2_2 :  2 (None, 24, 28, 128)\n",
      "relu2_2 :  1 (None, 24, 28, 128)\n",
      "conv2_3 :  2 (None, 24, 28, 128)\n",
      "relu2_3 :  1 (None, 24, 28, 128)\n",
      "conv2_4 :  2 (None, 24, 28, 128)\n",
      "relu2_4 :  1 (None, 24, 28, 128)\n",
      "conv2_5 :  2 (None, 24, 28, 128)\n",
      "relu2_5 :  1 (None, 24, 28, 128)\n",
      "conv3_1 :  2 (None, 12, 14, 256)\n",
      "relu3_1 :  1 (None, 12, 14, 256)\n",
      "conv3_2 :  2 (None, 12, 14, 256)\n",
      "relu3_2 :  1 (None, 12, 14, 256)\n",
      "conv3_3 :  2 (None, 12, 14, 256)\n",
      "relu3_3 :  1 (None, 12, 14, 256)\n",
      "conv3_4 :  2 (None, 12, 14, 256)\n",
      "relu3_4 :  1 (None, 12, 14, 256)\n",
      "conv3_5 :  2 (None, 12, 14, 256)\n",
      "relu3_5 :  1 (None, 12, 14, 256)\n",
      "conv3_6 :  2 (None, 12, 14, 256)\n",
      "relu3_6 :  1 (None, 12, 14, 256)\n",
      "conv3_7 :  2 (None, 12, 14, 256)\n",
      "relu3_7 :  1 (None, 12, 14, 256)\n",
      "conv3_8 :  2 (None, 12, 14, 256)\n",
      "relu3_8 :  1 (None, 12, 14, 256)\n",
      "conv3_9 :  2 (None, 12, 14, 256)\n",
      "relu3_9 :  1 (None, 12, 14, 256)\n",
      "conv4_1 :  2 (None, 6, 7, 512)\n",
      "relu4_1 :  1 (None, 6, 7, 512)\n",
      "conv4_2 :  2 (None, 6, 7, 512)\n",
      "relu4_2 :  1 (None, 6, 7, 512)\n",
      "conv4_3 :  2 (None, 6, 7, 512)\n",
      "relu4_3 :  1 (None, 6, 7, 512)\n",
      "fc5 :  2 (None, 512)\n"
     ]
    }
   ],
   "source": [
    "if True:\n",
    "    for layer in model.layers[1:]:\n",
    "        if len(layer.get_weights()) > 0:\n",
    "            print(layer.name, \": \", len(layer.get_weights()), layer.output_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transfer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1_1  is updated\n",
      "relu1_1  is updated\n",
      "conv1_2  is updated\n",
      "relu1_2  is updated\n",
      "conv1_3  is updated\n",
      "relu1_3  is updated\n",
      "conv2_1  is updated\n",
      "relu2_1  is updated\n",
      "conv2_2  is updated\n",
      "relu2_2  is updated\n",
      "conv2_3  is updated\n",
      "relu2_3  is updated\n",
      "conv2_4  is updated\n",
      "relu2_4  is updated\n",
      "conv2_5  is updated\n",
      "relu2_5  is updated\n",
      "conv3_1  is updated\n",
      "relu3_1  is updated\n",
      "conv3_2  is updated\n",
      "relu3_2  is updated\n",
      "conv3_3  is updated\n",
      "relu3_3  is updated\n",
      "conv3_4  is updated\n",
      "relu3_4  is updated\n",
      "conv3_5  is updated\n",
      "relu3_5  is updated\n",
      "conv3_6  is updated\n",
      "relu3_6  is updated\n",
      "conv3_7  is updated\n",
      "relu3_7  is updated\n",
      "conv3_8  is updated\n",
      "relu3_8  is updated\n",
      "conv3_9  is updated\n",
      "relu3_9  is updated\n",
      "conv4_1  is updated\n",
      "relu4_1  is updated\n",
      "conv4_2  is updated\n",
      "relu4_2  is updated\n",
      "conv4_3  is updated\n",
      "relu4_3  is updated\n",
      "fc5  is updated\n"
     ]
    }
   ],
   "source": [
    "target_layers = []\n",
    "for layer in model.layers:\n",
    "    \n",
    "    if len(layer.get_weights()) > 0:\n",
    "        layer_name = layer.name\n",
    "        \n",
    "        weights = []\n",
    "        w_idx = 0\n",
    "        for weight in layer.weights:\n",
    "            task = 'weight' if w_idx == 0 else 'bias'\n",
    "            \n",
    "            source_weight = np.load(\"source_weights/%s.%s.npy\" % (layer_name, task))\n",
    "            source_shape = source_weight.shape\n",
    "            target_shape = weight.shape\n",
    "\n",
    "            #print(layer_name, task, source_shape, target_shape, source_shape == target_shape)\n",
    "            if source_shape != target_shape:\n",
    "                raise ValueError(layer_name, task, \" has incompatible weights. source: \", source_shape,\", current: \", target_shape)\n",
    "            \n",
    "            weights.append(source_weight)\n",
    "            w_idx = w_idx + 1\n",
    "            \n",
    "            target_layers.append(\"%s.%s\" % (layer.name, task))\n",
    "        \n",
    "        model.get_layer(layer_name).set_weights(weights)\n",
    "        layer.set_weights(weights)\n",
    "        print(layer.name,\" is updated\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Revalidate the Keras model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 454590 images of 10574 identites in CASIA database and SphereFace was trained on this data set.\n",
    "\n",
    "FC6 layer has 10574 outputs to classify identities. It is expected that fc6 does not appear in the representation model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(target_layers) - set(source_layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'fc6.weight'}"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(source_layers) - set(target_layers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save pre-trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save_weights(\"sphereface_weights.h5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load weights directly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.load_weights(\"sphereface_weights.h5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input shape is  96 112\n"
     ]
    }
   ],
   "source": [
    "w, h = model.layers[0].input_shape[1:3]\n",
    "print(\"input shape is \", w, h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "def verify(img1_path, img2_path, show = False):\n",
    "    \n",
    "    backend = 'opencv'\n",
    "\n",
    "    img1 = functions.preprocess_face(img1_path, target_size = (h, w), detector_backend = backend) #(1, 112, 96, 3)\n",
    "    img2 = functions.preprocess_face(img2_path, target_size = (h, w), detector_backend = backend) #(1, 112, 96, 3)\n",
    "    \n",
    "    #-----------------------------------------------------\n",
    "    \n",
    "    if show:\n",
    "        fig = plt.figure()\n",
    "        \n",
    "        ax1 = fig.add_subplot(1,2,1)\n",
    "        plt.imshow(img1[0][:,:,::-1])\n",
    "        #plt.axis('off')\n",
    "        \n",
    "        ax1 = fig.add_subplot(1,2,2)\n",
    "        plt.imshow(img2[0][:,:,::-1])\n",
    "        #plt.axis('off')\n",
    "        \n",
    "        plt.show()\n",
    "    \n",
    "    img1_embedding = model.predict(img1)[0]\n",
    "    img2_embedding = model.predict(img2)[0]\n",
    "    \n",
    "    euclidean = dst.findEuclideanDistance(img1_embedding, img2_embedding)\n",
    "    euclidean_l2 = dst.findEuclideanDistance(dst.l2_normalize(img1_embedding), dst.l2_normalize(img2_embedding))\n",
    "    cosine = dst.findCosineDistance(img1_embedding, img2_embedding)\n",
    "    \n",
    "    #-----------------------------------------------------\n",
    "    \n",
    "    return (euclidean, euclidean_l2, cosine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## True positives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.712342, 0.77815807, 0.30276501178741455)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/10.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.768558, 0.84708613, 0.35877740383148193)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/2.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.68401587, 0.7610985, 0.28963547945022583)"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/2.jpg\", \"dataset/10.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.70004684, 0.7793518, 0.30369454622268677)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/3.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.75021595, 0.8441183, 0.35626786947250366)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/3.jpg\", \"dataset/10.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.6955904, 0.7314913, 0.267539918422699)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/4.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.67765546, 0.7173664, 0.2573072910308838)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/4.jpg\", \"dataset/10.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.7996368, 0.843876, 0.3560634255409241)"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/4.jpg\", \"dataset/5.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.79600585, 0.87267363, 0.38077956438064575)"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/5.jpg\", \"dataset/10.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cl1F1nUO1QmlWqzNu1zHcNDZQgmK4v5zPePPqk/A9Iei7Pic6lSpQSiAiNLJcnLA8OaOKC7r1YgIFCbRWYyJOCLq2G3FvKdGqzFjdEY/We7zweUGvqipztQGMNQg5Lsgh0RYniVJHC1dRFFhrJxRHj4iJJg8oKTKmrguNVseYbT+YSXLWY+PvLFdnFGXBLuYb6qqm7zuGfbivxnm00sxPwuJ6jAEqhu6AjJPxTd8yW6w4OT0D4PXrt/k+XV5e0HUddaSJ9YMBqTiNA32/veXkZMl3fumXALi5vuKT65AvsdawWCw4iVTSfK+/BpM58SkQXuZErRDk/ICMC1q61v1+y/3Le8i4GXRdz8lyxizmC7CWJuZzbt5cUVc6Owy7/Z7ZrM50w/awZ3cbcGI7GNbbLe0uPDtrBkopaZuwMC0XS5xzGQKsZ6ucBAz/P44xIcCLkYuNj1TCyd6ZFtQAMYq8wBVFgRvcBH83uCPGtcxYfHI9Mu3XOWb1fNz4hcswqhmGkByP3yp0gcePFEhdhpyWTXBVi440zPXVW5TW1DGB7DvP7fo2OwlaldRlhYnOh5eKe/eCs7i+uUFLOInwbnM48PLTT7h370E4Z28oInVy3zToQmVMVkpPIQVnkT69mC8Y7EAVIVznXM6HiEl+7YvaHeRyZ3d2Z3f2DbF37KGTQ/QQbgZqUngtJl6BOCqQCd46HPaB1dJsb7FDH+hKwOr0DKVTBlyw3+3ZbkNoY4YBZw0iZoTW11dsYnHMsqpQQnIWPcfDfs/p8pTz8wDXrFanSFHk4gmpJIlkViiNsyYXjjgRkn8pS++cpTeGDHhMClYD22EsJNrtdihVoHPhkUAodRSCJapeuh9TuiCMFWhTyqPWBYP1+d70ZsgVahCKU8LRIiVNgJXpeBZPwXwZvF+/28SIIVW2Ofa3NznsndcVu1gcFHLBHmMibVGGIrH9Lhzv3uUl6xh6bm5vQ7FHLAJZnZ5gxHg95aym77rs8Z6dndN3AY65ev2Gj37wQy5j4sl+jR76cZ3fseXnDhRa00RP+fz0jJuba5bzMCc+/Lmn/KFf/Q7LWfAeD9tbrt+OUIErJH28x0Wh0VKy34U5sdvd5qTofFaxvdrTNoFRUaqQmEy0USEUVVVRz2bxvMZoGKFQhc5sLbA4ZxkiBbUsZjgCfALE6DBGI0gGa3IBoOsc1rv82XBskQvBxKSwMEwyn3/LOhvJW2MVdaKCykIjABmXr8E6irLMSVNjDEVZU80iddQatttwn3RVcXtzzeoijJkU/acx1dkBVRZU6d4IyT5CWYvFnGa3y15wqTW7w7jWrM4ucwQfIl9Jmi9vX7/i4cP79GasyjbWRhZdrBydVJGKnzCOPo+9c8glwQgJbpnCByncSot7XtCJOGscVH3XMrQNq1UIy5cnp7x89RqAJ48/4Obmhn1c/GezCjN0uMgG2KzXrCJM8PbTlzx58jhTms7Ozjg/P+fkJIRFbdNTFJ4icnSFEHnAOWzA1BIHVWl645AuZeXlyBEmMFdEhlzcUe6gLEuMMQzxYZdFhTXmeENLNLLIIkivU9WdTBNDBHZBPAxKqRyKeucis2WsXvPe40T8DSEyZ9hYi9QlPsIBRTVDaomJx+vbns4cqGLoKkSVcf6mbeKCEAboYAa2t+DicNNFxXvvvRc+2xxoDgdUHBeb9ZrZYp758GUZSfLxfvVNx7efBgbAtz/8Fn/tr/7VzN6YykG8a5uO48A9j/fcy5FiKgML5DSOv+1mw5MP3qc5xM1sOacQMLRhId5v1yRGpvfQdR3zeVho6rpmvV6zj3kL0w+s4nuvX72g78YKRiEkUmqUTJWUSwpd5Y3eeZkX3TAnyecvhEBrPY5FKXHeYyP0M71269xRxbP1Pnw2sjfC2JIZpvTeItPC5T3e2QzISCmw1k1YLgpPWh8kvbV5E1U68Nt9ghKlwDpFNQ9wRn/YM4sLdDf0HPZbhvhMHjx6n8PgsHGshurqPm+c9x+9Rxsv1XnBfLFgk+ifUlDqgjcvA04uUZyenY3P2vm8Ya0Wc87OTyFuOtYLjPMoEnuoGBlSfHm+1jtd0Jks0uCPFm2Yaowce+hEjz2V43Zdh7UWFbmjm82Gk0hLOrQ7kC5PoqurK8TEw5BCcNiECXR2ekrfDvlhX5xeUJZVLhxItCiRufLj333XoITMpcp28BEzDu8PUSdmvPTAMYZJ2XTE/acJwvDhsENPk6LJphoTEOQJBmsyBuq9zwurj9h7uo3GW4RxmR+qhAYZBirAYA0yU8NsKG2OCdO279AKRFzwpRqYyZJNxLNnJyvO7wepCWssxjm6OOmbww5dmIztz2Y1bRs8k6Kq8AjsEGmlt1s2+y337gfc0ltNVVS08fmtTs/oooerVcGv/Oof4uPnoYizSIv/12BHGh1O4MVY7JR56M4hIVNo51WNHQYeXIZrfXj/Hs727DbBwXj75jXn0ZOczedYa6niNW63W4a+wyXZhq7lED3FzXqNHwaWsS7AG4vWBbNYXFOWM4bBk1RvpHYQo8PA0TbZY/fegxfEx46L+ZqfpJOS8l7ZtzcpKRkjQCUw1uQoNyRYE21RROquOPq9VJhnXTy5yb1OCVWLxxqfAWQhVNRkCWtAWdUM0fEqRahbEXHONZs1h/7AoQu/OZstQLgcvb599ZrFWXg+h36gKlQuUvLW4KzjJG7QL199ilBpQwr4+ckqvFeVNa9fv+YXf+m78SQVKI3I+S31Y/fyy9gdhn5nd3Znd/YNsXfroTPBwaQE51HT98yYHVdSYjJTIBRgzGYBA6zrOXo+H0vclc6FArv1FYfDgSF62d5aqkJzcxsgmHa3p4o7+2xW0TQN78XqR++h74esxjifzYLDncP9JmfLcSJ4BrHWP9RLGDwpUx28jlwdqhU+7p+DjR5ODkCOy1K8NwihjxTv3MST8ZPveCFiEcYYIh+xPdxYvCWkRBVljgycsyBkFirSVQU+MQUUQsksKeBiNWoqEcc6uq7L5cpuGNhEca7zizOu1reZeXR7c4NQ24ytai1pEr3r8pKirLGE5zc/WXFz9YYf/J3vA3B2fsaD+w+YRbGrPkZn4fw9pxf3eFqkvMzX55+M1D3ASWyELII6ZvJIPcvVKotind+7x6tXL3n/4a/GH7F0Tc92E8ZqWZY5x7TZrLm4uMcmRpebzQbvp9i25tnbN+HvqkAXOldhqqJguVwhRSoekkdsJwUh8UEUq/JupAiqwCDJhckYBGQmi5RyhAd8GEsZCybAqlm9NM1n0r9ioqp5rDpoTRCVkxlatGPl4WfwZecc00fvrEMohUqrix+L3KSU1NbSHFIluWB5dobU4T4WVcl2u8HGnFUtJF0TYK3ZYgX+WHBvNREBWy4X/PCHPwDgF37hF1FKsokl/OcXEuFsrt7VVYX3KldtT/MMP4u98wU9mUChREiEQEyWTJTpnHMZF5aAlopCJZWzilILDrG0vKqXtG2Tv9dNKHTOOZrDHh9DrkLKrBvS9y2r1WrC6XZYYzJfd7/fo1WZFxClFCY+aBXV4XKlqwyDN+mXQOTVx9FucpIk4eDTERilJzNc45FihGF8xCIBPDpWgsaJ4MQRzSzLgca/8R6T9T48ZuiZKsw6a/Oi4Z3JSV0pVVyQw3leXNyjbRpM1MxRuoCui7EwdM0+k63mw5KqKFknmAvJ5madqWA4x8WDcMzrN5bLh4+yOqFzjnsPHrGNFLy2OfB7v/d7fPjhh0Cg3J2fB5zy1as3XF1dcRlrDkY5hHdrRzKoPiTZnEib8/g8zs/P2dxsxpL7SlNrzeVp5Dx3Dd3Q0EdI6eTkhDYm6xAaOxjaqJgonMMOA6ZJtRktZeKZNwcWyyX7yLV+8OARUow4uI0OhYrSGm6iyNlHql9W7PQWZ0coIKl3Jjiy7/s8B6yNSHSWlY0SsX6UnkCICWQiUUka4zMQgyzCfbM5/zAu4wH2HDcShcB4lzclVRYg1EgDlJou3vMibiBVPO5hu8EAD99/DMD1zYa+7Sji9TX7baZL1rM5ZVnn52eMBeFZRMhl6DvMEKqW37x5RaEUq1gR7a3hdHWSiQJSFdTzKifMtZZfGmaZ2jte0H0uOvCRyZCSpHyGkx4+lDi2Dc3tmuvXQfegKjRD22Tsu+07bq7CLqq8wYtwgwA2uxaz32U+daVk1mI4HA48fPhePru8sMehopXGT/jhzjt0TCxNcUQISanP8uqTlxN+1OcybZlLpKcFVBONDx+SrnkDcA6TF6vgAWW+rnfgxsdorckD2XmLQJDLU2RISKWFz3uJwyOLIn8/RSdCSaRQmInm83yxpE2ehLXUtSO5Rt3Qs43JIqkLLh885OptOK+T5ZKhaxj6Jj7PLUMbBr5xjs3NNauLgL/PZjNu1zecnES5BSW5vDijS4nC3ZbyJnjkq9NTLi/Pc/HJ1+mhW5/kZF3IRrtUJCFYToShpgkvXdYoJVlEVkvf7dnc3FAnvaCqoN3HxX21YLvZZmE1Ywx921LX4V5cvX7JLvLOq0Kz3+04O7vI5+e9zWwtIQLfOy0u4byTwJSK7JNxnCMmHrqIYmMu/e6xE6N0gUtvus/60sQdL/5tLCm1KbU+qrf4SVriU+cvXE9ixIS5lCQvcB6hBS47UI5VrFVomgNVVbOLG+UwDKih4zpGN5Yg/HVIUgDOZClnIRWnp2c5Ud80DUIEGV0Irs9ZTIo+e/YsricJm59R1XOuoxjX/fcKTD+R23aj7tORs/cF7Q5Dv7M7u7M7+4bYO/XQpxzo7KEmDE2Qvb2QzdcZa9QIKiW4dxGYLM3uGmdN3t122xtICoNaYrueXQxNz05XfHp9lcO8wRhUxBLruqZtW6qIrxnjmM1mowcrJSDpIsxQ6ILOhb8TlcuYXFgPjOX9yfuZdk4SE2pY1/U5OpGIo13Ze4eWPkMjQggyXdcblBC5otM7QWe6I9bBNEowxkwijyhTWqamAS1ejB2cpJLIWHqtKENUkHBWpZGCzJWX82WssE3nMUYU1vS8efs6h5vbnafvTfYur+yrkd5lHAiNj+yaR48eIaWkizmQputpmgPz6IlWRcEhQhJ9ZBKlysuvDXKBo3ENQckTQr4k3cOqqoNSYKoUPbRcXF7Qxwro3X6LVIIiqi32fZcbTRhr6PomV/06Z/HeZ7x9v99TxVzCcl6z326yJykizJHGgXOerusyY8t7MYEdAyMmRdLOxSgvwTU+QUxDfN+R6DJCyaBUOok0hRQTTnuIfhNe7LxHZvhP4LxDusknJ6wP7xxDVAWVWZxtpDw673IOTmkFbqCMY8Z6gZRx/DjP4F2WCbDW0O73CTnk0eNvsbldZ9y/71p227AOzecL3gw9jx6FqH6xXPLy5ctcObqcz0kcn28/fcpf/63/Oz+Drmn58Knnfvxu1+xx1lFWaewGGAmgKBRSCv7cn/v3APiLf/E/5PPau4Vc/LjAhX/9EXY25Z337QEfw8CmbWl3e6xJYZJBF5oXUcvlcDhQRgz2sNtjhiEv9vvDPuBwIiVdLFEmhOXyJKgmRu2M9J2U9KjLirYdJ5V1BsEYWpdlmaVnPaGz0nRiTwtdAp6doA7QetRysXHyJCwyLMQjpHO02APDRB/dDl2QDsiJzjFs7W1YZFMHGaEkCJkxQCkEotB5IXTe4frIIbZB1TBh6tYPGOcwkYpWFBqtavr4TLz3WTnOScmhaTi/H0qiGzOwOF2h9uF6tptbfviDHwLw4c/9Il3TMI+l1zhDWZYh4QrU8wXdYZc3e6Tg9GwVx4Hl5uaGTVzUph2e3qUJxrqAkLYY26MVxShpoWOeJeVwbm5v+O7PPaGP+Z/u0LA6WeTFtTeOhCKsb66DhkqSem4bqqLk9jrq53jLECG95uBYzOdZ/RIEZVmPuRJv0Upk3F8iRn0ZBIM7rg8Z1S3DuPDeZ3JDkpdI3w2/PyY9vfNZSTNLQPsRPkyPzHeGtKin3xAiyCGE+yqzE+O0jv0DpvTHcb4NQ3gePm3wSo51DVWN1npMVEvFYb9hHxObV2/e8P6j97i6ChBMPzRso2NpTcj3fPppkA65vHefx48fs45Szz/80Y/4MGLxhSj59T/263z88Y8AePn6NSjNg0fh/cPugNA9s3lBQx4fAAAgAElEQVTsQFXOJ2ujp1Ca+7Fg7ovYO0+K5l3X+aBx8RMW9GHo+PRHP+T8JOx829t1xIZjck/CyxevctKn6yceqrXB6y5HEf2ua7BDykzLLHFZVRWz2exoEZ7KgY4NGsYFL2XLwWONHQWOELRDf1TBqaTK3/Xe58pWkVka8bs+FFKkBV4IgbQTzrkedWBSu4TEDnBmOGoz55wbtZ6jbnVug+aCZ58ihaqs8MOQr1crlb0tY4KIUrpcrQvMJCpyCJTSFFHUqO+7nKbaN3tEMQp7DdYii4rehIlxcXGBipvkZn3DvUcz9rGS77BfUUYPFuCTTz7l/PSETz4NXPPVapUr92azGUVRso961V+vJXw3YNBajl7rLHqKh7ZhOZvlStH5vOLVm2uePngKhJqCMBZjnYBW9DEJ762lKAoO0RvpjUEg0HGcO7JTjYvMpsxiUUF/f4qZC0Ydc4TPDR+0Kn6s9aEQdlz806YkErd8TOYZ04OfaAXhIgY/6rMopY4X7UkrRfBHNRmhFeOP893H/FWqBA1i3JmX7j0SRxdzNqookD4mgGUoZapi1axSCmN7bFoDhoauLbHxnL2uaSJDbl5qhsMe6jjOtxvmixknq1jA1DX88KPgqDx9+oSiqkg9lJvG8PTbP8+zZ8+BsBkIrfN9nc3FGDG5GlEdX/PntTsM/c7u7M7u7Bti79xDT3iamHQrguAYJl9dIqiKgpsY9rx59RJdKm5jif719TVd2+UdzDnHNvJzCxmUSZJMgI3NI3ymKlpOlrG5Qllm6dp8TowqiEIXkeKVYBaTw0ohFE6MCmlSK6RUmWppIr6bvSQ96mM0h4ai0KM3n2hY8T+MtWBd5vrO6tlEayN4I9KPWhre+9zKS3hyObUWisGZjJFb6wM8w/jaDTYo4gGDEBnzC+1HHFnsTkmkVrkLjBZllEsdox0XmSh1XdH1Pdub8PwW9YIbB4t439dXr1idBK/m/OKCw35DPQuv27ahWpzkKsaTkwWXl5csVmd5rEgdq0zLgvXtLfPIYPgs9e3d2hRKJHOmp8qEpRIsZhXzMmG/lvce3s8V0LfrNZeXlyME1jZs4pgvy5LBdlnTJ7E+Eg+9bVrmEXvv2pbq3mXGmmX0/KcQYGBvpTOf0Fi9xfuRFx1kA2SeA0IkWC/9znEn++A3pzdFbBcX+fBSx2OliNhlD9XJYzkMKSXG2gyNOO+ytLNzHj+JpH3UMpKR4+2dP9KQcfgsES1iXinBRFppqnqRr+92t8WhuLwXWFf7w44iRpO3t7cU8xNEDFuHvg33P97I5XKZZSg+ef4J9x8+yKyXB4/uIYTg8eP3AXjz9oqn33rKkOZ839FManSkGiGmL2LvuPSfjIUKIYMeygRvS+HCbrPm2Uc/4OWzjwC4f3nO7ZstL14F2uLb67d88OQJu00UH9JlxhaLWU3nem4jof/0dIUWkj5BFsbknofzuj5qp6WUONKi8D4kcLpJ8UaanUOU8Ey/5X3End2IQU/NOXcUyg7G5qIqEct+p5Qt78nJPuts5sU6b4M+RuSWp+/lNn3hJufvHf1unJipO4xzQSYg91N07gj28YxUQGtDQcVUBC1MzLRhFRnKUZ4AecXPnp1f8smz5+xjP8VCF+yjDO+bN6+5fPR+3tyHvsM7l8urZ4VmGHrqKrzWRZEnWFWVLE5OeR3bC359eugwXdBDTUWETZSiiHS0ofNst7dcxkn+h3/1Ozx6cImOeRgtNYfmkBNrV1fXub5CaR15zqPujrE2j00pQo0FQDVfYB1ZqhoEjtH5gNDqLePg3mcZXuHCM09aJwiB9ElzPybWfRiHAMqPNRBpjI8aMjEhmrFzczQHlFITpy7BNhP9o7iwpd+yk/MXQXBmPI6SGVrUma5IPC8/UlpjAjjdC+NtJAPEDVhrrOnz+7N6RhvHmxeO7e1t5qULJWjbLif/99tdhmmVUrx58zbDgw8fPmSzWfOjHwVM/fHjx7x58ypvHEiPjLtB33dwdL2f3+4glzu7szu7s2+I/VQPXQjxBPivgUeE3MtveO//khDiAvjvgKfAR8C/4L2/+alHnCQgBWqyy8rMGDHW8dGPPmL9NqiYWdNz8/Zt3q3Pz865ubrBxE5DYj72IB1sqMjUUbjLDAO73S57zkqOxT993zObzcYqub4/FreKbIXsYRmTq+ZSpei061BRFJlJYIz5sarN5LWbWJ2ZehMeDgfKqsxetnMONZENUErlbL+QwUvNEYCI0UDKiE2SYdaYIDmQInznGYY+v1aqyJS2dI45066K4LUl+p0JjTDGz1qsHxXvhJBZqXGIYXRSkru9ueG9h++xjfKu/dAxRAaG957t7S2zeWyUMfSYYcieqLcW6yyz1M1EChark3yfvBkljL+ofZVjW6nj5L5PHqHz3DsL5/tss0ZKzT/xJ/4EAA/OVzTbG7b72LS8VBSD4pNnwYvb73eZ8dJ0bUicd8ljr3BSZ3ZTWWh2kanx4N59PGNXq8EalJyMA0Qo0U9z0fqswJmotzJTC8P/jVTYoL6Yxp+1dsIeHOdOeh2O54/en7JgkiXvPouCJQ96GOdAgiwdUQLDT717ke8FMnjwmUbrfC46kkqBd/n1MPRBOkPFUv+yorOWXRQ6m5UVuwhDGm+o5zU+RsdmGDjstlxehAKu3W5HEe/bMBiE8rkn7+vXr1FKcRKhRikD+eP6KqjEGuO59+gR8UWIoCYVup/XPg/kYoB/13v//wghToC/KYT4X4F/HfjfvPd/QQjx54E/D/z7n/fAXjiC9kN6qA4XF7DeDNxut/zCd0KXmiIKZ26j9vNqdcLr168hLtqFVhkv7PueshqbJkslMf1AEx/Qo4sLqsjMMMYcMUSEEFnJEQIunFq+ARGeSXCMOWISpGOnSVQWJVJJDlGT2lmXB6SSMmDVaZOJgzVh5kpKFHKy8KqM83sRjpOpjEpSSHmk3Dj9rHNuokIYBn1aAJN0wTREdnEFP+z3oUVgak0mdYB60n0VEoHMtMbeGfwEd1X4TJuzxnP/wUN+8MO4Ueoyb5Lzqg5UynjtQavFZL67dRa8zBu2E2RNnKIs2R9GRtOXsK9mbItpvYEP+ZpIqWtNlzXLZ7Xm6YdPWJ0EKO2wu+H25i2JfP3q1SueffxxXhSa5gAEOq60BlVON3KL7Ucs+Gp9S0p4FGVgWI3VxYIjin7MFY1wmcjQZ9Cekfk9kfng8fpsyK6MuPjoBLjJcwz/4eP9mFSAO5+Xce8njkhKPWQJ3DAfsg6REMhUSRl58Sk3ZEzogyTlCB1KqSaMrJE9o0X4bmKNSakwZsgUyHTNKQ+1Ol3x8Y+CPouIOi6zRRx/SuHd6NR579lFWFEQagNSTmq9vmY+n+fuR3/tN3+TX/u1X2OINSFnF5e8jdWqJ6tzlK4mz+/z209d0L33L4AX8e+tEOJ3gcfAnwH+yfix/wr4P/hpC7oPu1w4sMBan726oA8R/m7bnsePn1BFIajVokYrjbwOF//29SsWiwXb6JHICQ4upWToe8q4sB72B7q+zx3Ai6LM+PM8SpKmBy+lzA04sqlRMyJQGmNXb+twZsgPftpCD8JCNJhhTMxMsMWE22eEUwiMsTkZJgjUq6SX4b3PYmPOO3Qx0adWimEY8maopRp5z1rRW5O9BCX10SZUVaEf5FSrJi3oVVWFRLUYNweti6yXYYyZpkQQQqFTubhyeGdyKfP20NA1e+5Hmdg3r3uGIfzOdrvj3qP387UHT9FlHnqpAjf56iqUTK8uLrG+i8f0ODtuol8UQ//KxrafFhaFxc7H6xOmYx7rHJ6+/5R/9Nd+jc02OPubm7fsNzdsYsn+xx8/o2tbzk5DktfYHhtlHbSeISb88ObQoJTMUc/Qd9w/D98bhgGtq0mEV4QCoTwWLVKoTPMrlD7SPjqS4VAKmf4fwnvWj143ZJpsURZHyddCq+gwha/qOJfcJM+UyApSF59pfSeyfhEci4AliY30WimJkKMDFPDykRItpciOR3AUfD7n1Ae1KJLktMY6l9v1rc7Psjzu9ds3eOy4RghFvVjm/rdnZ2e4RSr8Mgxvuqw3NUR68N/+W38LgGfPn3N5eZ7lS25v1zz84FsAHJoGXc5+XFb7c9gXwtCFEE+BfwT4v4GHcUKkifHg7/GdPyuE+BtCiL9xFZNXd3Zn/6DZFx3b03HdxCjszu7s67bPzXIRQiyBvwz8O977zef1hrz3vwH8BsAf/iP/cN5yrTeh7NenTiGh+AHgZLVivlhiYnlxO1iMFLmreVlVrDe3ObtsnUdEb1BYR9u2Iy7etLhI7YOAySboo+u6TOmC0cue4oO9dbmJtJYqh1dK6SPKY6kL+r4/en+qRDeld2kdRHnSbqpUwBXbNlVwylB1mgutRkwZKbB2LN5I0UaGWQhCWQCFKDKlCzLrK1cFJqpkuh/h+kf1SDPY3MBDaY2xjr6PVbQ6hLQ2F3upzCRQWlGIkeKolODTT5/z8z8fOg01hy1tEz47WyxRQlHqMZJxdowaHJK6rjmNtMbDMNIwW2tDLiNKM3zZNi9fZmxPx/WDR+/7Iw8Xn4XZ/vgf+6P88i8+BeD9B5f88O9+n+9//3sA3L93yfOPfsDrSM/VSnO6WnJ7Gwqw6rrOTCcpVIDafMKYB5RW7Dbhs9KTmV7Chk71qUl3PQ9t5XSqEhMCY0epBCdEZi8RvWYlx+hQfCb6RJCfAYwFcF3boSYRoHMh6hyx7HEextMgQzkT+DEdtyiKY7hGjZi4nhTl5KKorHwaKqKTdIaa0C699xg7jPCnUqH7UWJoKYV2iiHSHD99/izDJF3b0rb7iYzIgDUmM9A6IVinPMbDh5x5z5lLlb0t3//+9/m93/mdcL3WMK9nfO/3fxeAD7/1AQ/fjxi6Kxj6js8y5T6Pfa4FXQhREAb8f+O9/x/if78SQrznvX8hhHgPeP3TfwjyrJvwWAHEKOKA89B1BhcTQMvlAiElF7GLzZtXL+m6PuNggzG5O8vmeh1w9Ihd9X2HEiK3ZYNxY6iq6iiJ43zg9c5iFZmzFiknYaAak5xpgU6JHYOhLkeOtxkGimIsYVcRb4NQkRmq3WT+3cEMmY7nfJDLTaGckCLjaQKJN3bMPSiPkhIXF143mCPNDikVOuYMfPztkYActdBzWb3OdDSBhkKSeqAZ7/FI6jL2WrR9gI0myaXcAsxBlzXqwiDrD/usO/Lw0fu8fRO1u5WmQhD3bk7OZwjhMVHGtVAzvFd0XersUnCI3Y2cdcyqCmtUvk9f1L6asT3t6RrrAmKe9uXLV7x/L0Ahr579kBefPOf5J6FacHtzw353y6IO4221WrGbtEuzPiNcID0+arBA4LeboctOgXEDZeSht12LKmc5V1SWJXW9yBu59wIrDCrCEErKXMcQqqXdCHf4kBPo+zH5P5W69t4fVUPbSR9dZ23kfR93LprqDuVFS4Y6jmmi03uX92hvLXrSf1QoNfYj1sHRSi32jAt5IqFHmY6kviqkpPBjUjdV1SZtGk9Q+Eyndbu55b33wkKryooSRxl7BAgdEqzpmQghMhzjnGO+PMm89MFe8/jxk8xLf/XiBd//wd/lJvY3fvLhE968DrDi+x+u6Lo2d7b6IvZ5WC4C+C+A3/Xe/0eTt/4n4F8D/kL893/8qb+FyMktgcTLsVzXT6R1D4cDxjq6hHtXFbvdOmd9u84yX5zSx7ZR87qmPyRp2pKi8Li4GCpvqaUi+aTG+6xtMrSO5fIEn7Rb6pp5OctJw0JKnGMyWUdPxXtLocaBkQZu2jjMMKC0zg94GEwuY95vt9R1jU8Mkt7jrJ+0r5LB68hSw+Ry6aHt0UWJTML4KZnqRk99sGMCSKPzhKpm8yPmjTMOXRZH3ldq4OHxOOMQOuKQukBLlRt6mMGhJJmvXNT1ZHKG/q9VxCWHvkdrxdvXYV384Fvfyn1cF4slWgmMTsnkwBFO/VcLpZFCZa319fqG5WmIzIQKOZG02CRGxOe1r3Js5zL6INUVtLKB3X6XE351WfHq9St+6RdDG7J5XTOrSl6/Cgv8+naNcz4nx1dnFzl3oqTGGpsX4cEODF1HmfJOMacB0SEwA2dJXrrteHN1nR0GVYTcScpR4Ub+t5SxHL4fnY+2GSPewQWiwbig25yQF0KEXE7SarEEKDtpvKgfx8ZH+QsPk2jZxjZ4KfJ2fkxsehfYIzIu4KGaTnFI2vHIWGAXSRNFMTbLiRGpKkYZaO99FuvydmDox2Tsoq74+KOPAPi5p9/m5asX9JFxNi9KBORmGfPlab5Pu92Os5gzAiiqmkfvnfDiRail+eBpzdnqlPsPg7bLfFbTRankzc0NQlf8yX/qTwHwn/yl/5jPa5/HQ//jwL8K/G0hxP8b/+8/IAz2/14I8W8CHwP//Oc+6p3d2T8Ydje27+wbZZ+H5fKbZB/jx+xPfqGjibHyUMasdIr+i6LMncSddRyaXcamXrx4gZY+S1x6Dzc3NzyMan4omXnm0nssIy3JWkPXtbm8uu1Gb6OuarSQLCM+W9VzvHVHandSj15EVRT5Rhz2O4wc6XVeCNpJp6SyTAySFOZa+uj1lLqg73qKhFvGTPuQOvrE0uvkrQxdl5sGGDOEjHkZPWN09HpiCGnsBHJxGG9yqNt3fcC3E7Wyqo+oUX3fI01Spaso6jJ7i8I5nNKoMlbjlSqcqEmhq0VFmEsKj8CRuHJ1PWPXtOjIJR+GkXbZDz1FscjRi3Mea3rqJPrV9czO5mwj66CuKoY2eGLz+RytNcakzjRfmOXylYxtKWXO5yS4IYXwy8WCXWQ6SNPz4OF71JFzb7yls4Ym1lMgNMPQZDaK7QdmVaLYDlg/dvHCWPzQhfsMnMwXdKmM3gxc3jvj2achItpsN3QTIbnNdstifpK7BRW6zE1f6qpmt9tyiJW8pdbURZFhIBkpsqlrVKH12IUnHD0Jm4Z6EFlmPDpAGSOmPlUGRQqMHRCZLC/o2i5781JNmkF4gZRilLkWAgRsDwGiGIYwRxKzJVAaE2U4NHleRIh2Nqup53P6KFtR1LNQVdsm0T3oo8hX3zU8uP+ATaRAuwgLpfWk69qxgTTQHFpmiwCnWQe99ZxGCXApFYvZjHoePn95umSxDPUK20MHYoyGv4i9Yy2X4+KLwChN/Fby6u58KMq5jh3lz1ZLLs5P6YcwyJq24+LiIrd+Elh2bcKqJW035IctkUe4cdP1FEVY3HVRo3TJzW0Imez1luXyhKIYKU26HLv59MZmvKwqK4TUGWO+2YZuNKlAoz8ccM5k3M9amymapuuDZGkMp8tIG8sbR11jjcvSoloV9KbNd1BphYuTqLE9ZVnldotejXi7dUFbuUv6K8ohncXEza43jjYWU0GSKI3HLDuKqmQf72s/DMxms6DIGF+vVquctFOFykVj/TAgpB6hKxe61Scd8/XNNY9iEcXbt29xjEVU1g4UvmQbFe6Wy+XRBtC2bT5m1zZcvXnLaaT5ib/n2vz/r5VFycOHEWclFbWEe3F2smDfhGd1u37LB0+esomdnS5Oz9jt16zuh/LvF8+f0/QDsyrx0Jvx/sZahNSPsyorfN9xyOuf4BAXtKKqefn6iptdeL3Z7WnagdggjrbteXW1zc5I13VZercqCoyx9DFPITws5nWmUlZFSV1otocwF0+XJ/mcSqVQhSR1w5VSBcJCfHYZMon3bSpLgfM4bIZ6NruwwHYJTjMmyyT3LtB10+91vcF5z9tIbS2rimIiEaGkzOeQCunSBnV6esrDhw+5jBuUipTItHFqrSFC2X3bBogwJpeFUkhVZCKBlGqEkwR4bO4ipXVBVZW066Tl3/Hw4aOs+39oe6pZeD71YsFHzz7N+kZfxN69ONdU52FSeej92Ez24uIe3sF8Hm76brej0Cp73U8+eMKLF8/zb4bkX0oKBp7obbyRxIq5jNVphYhejy1Kvvfx84zBCiFQ+i1NMzaxmM/m1CkJAixiwnRez/jBjz4aB6T3LBeLLAJkTc/p6YpZmTjSnj5O7FlVU0idufJeO2pVH1V4Oi8QcVEw1uSBYqzFWZvrMcpyxv7QZo1p51zGwcu6QvQ2e+hSqcD4ySwEeHt9nftWOg+HQxhwiMCFT3i8FIK2aakj1rhYzDldrXJz7g8eP+ZB7O2pigJrBvrUf1RIqrpiF7FGa0zm/c5ms9CUOD4tETVxFsvw7E3fBwGkxDQqdJ7Y8/mce5cX7KMw24hjv1srCs2jBwEvlVKhpUr7PCeLOc6Ge/r82Q+pvlVmfY9CKoy12RteLpc457iN+tsP7z/IC/put0NKgY0sI4mjbRtm8f1t12cceL050PWWq3ifOueRKGy8P03T4IXgdjsuNmnsvd3c4rxD2LTJA1pxiK3THj24T9Me2DepybLK/XrrsmQp52OVqTUoPDr2Lh2MxeHHQjfBSBrQmsE6buJm17Y9h7ahj9HL25vrPIdb4+n6jiHx7HWIhlOU6nG0zR4ZjysgS2Z775nNZhkNsMOA8J5DLAh6/N790HoyjsiiKELxG6FJxfZ2w3IRPOmm70ItRmbMaKp4nPXtLfV8keeWkoKqLDMLTitF0zSZvHHYbUn6czc3aza7HbsUuX0Bu9NyubM7u7M7+4bYO/XQhSDjdiLqSYxyszY3YD47O2e1OmVzGz0Ke6A5dBSJhoTn5OR0Ukk1YnGzuqJt9pjIcjFNgzeWahY9HdOzi/Qg++pN4JrHMM/i2dxus8pZXS+OOOzW9CPG5yyb3T5nw08WCwots87D2WrJs08+4b2HIZyuqiozN9qupy5KltHbN8ZgrM0ts4yzKDVRmkPQx8pD4z2DcaS9eLu75eZ2nZmHxrpcnt90Lbe329ytZb5cYq3jTfS2yrLk408+YTYL51FWNTpm/7UOZebpefVdz2q5pIref9scaPYt78WWWs+fP+fZR0GD5PzshIf3LjMdMnHdbcTbTd/ldnQojXCOOnWN0oGVs4xUvmJW0Tk3kZjdkHAh0/XcNC2fPn8GkPVh3rUppbgXqzSlkpRK52dX1zVmCNe2Wq3Y77a5PHy/2fGtpx9gI3x2e3PNen3LLHbfWiyXRw2Yh76nTFXN3tPs9yyi91iUFVfRs+/60IDiPGneeEfXDTk6PlvM2O/3XEeYpW32mZ2lpAywi0jMoVADUcWx+frNG86WC8oqXNPL16+4HyOzru+RQjCLc62IzzJHlz7IbLjotU551sZZNod9zjdst1sOTYuxCcazR80uPGTvdr/fR9XQcH277W1suRdb8i2XzBcxKrcOIX2ucdnvDf3QoiKM8vGzv8u3n3zA/QTBTJg3XdewXJ1mHRhtHc6PujPWWlQxdh3ruzZHokVR8uLFi7xmPX36lMPhMKoxPnqIjs+yNp6uNyj/xTWK3jnkMtLQo+J2fGBiIkaFhPfee0wfH7yWkr5vWCdcdTFnPp/nDjnD0KLjomTa5ognO3iPLgr2sZpvfdgzX4TExH7Xst3tshxm1w0Ya3NBzO32gNQ6h0lDP+SCC+csXdtm1Ha92bJczFhGmMisb6mLgk9fBb71arlExJBwMV/gFovcLdxKi1AS5VILrR4hxYQqZnIRRdP2GOfzvTgcOrqhz1Sq3vS5uGF/OCB1wT5iq17A/tBQliNX1gkPcWL3WMw20dckRaFy+73lfIaQnt7Fz94c6JuGbS6CqajjJL+5rvje7/82Zdwcfu7JB+iyyBPde08XsXmhq9DZKYu0CUzXso7Xc3p+EfnvURPDGvaxB+d8ecnhZoOI5e+jwNS7NSkFJzH5pbREK5nphVJpZrNxY9vtd7mnayE0u90hL2znF/eQSvFRpMk9efIky9o6a5EIyriYbNfbsNCIEbN1cdNfzOY8ePAIHWmwWirMYPOGt90fcBdnbC/CotW0HesIUfbDEI7pU3m7CNBAPE5RV1hjcr8BVVas40ZSlSXLk0XuE2ycQ0YeezjFoCWUE/yTBGnb9zjncql813UIKdHxmeqyyPkb4xqUCDmUcL11GMtx/bhYnXJxcZHhqsViyclJ2HDn8zlSCJr43VevX7NerynnYXwVOD795FP2Efr58MmTrDlfzSqk4oh3nqR7g3maw9gTgChsBvDykxccupbv/vIvh+vtBoz1LE5W+bdSLc3f/u3vhVqBL4Eg3kEud3Znd3Zn3xD72lguEEOn3KtQ5tDTac13fvlX+Pjjj8NrryiLiuIsdSSxeDfQxwRkWdS8XcfKQxm8mdR4oiF0EyJGrqXU1Gmn1xJTaNoueLDSeVzf00U2hnOhkCV5UGVZcsgNBQTCk715VxXoXtLHa5iXBfLkBBWTWOvNjmX04tb7HcgxipjPKnzvMWLST9EyNmgeDPt4js7DZrfjECVXt53l1Zu3OfJx+Cz21LQtSJ8rBg/7DuEdbWQoqLKg1KFJLoSQPin9nSyXnJ9exqYeMKtLdKlyldyinrOLUUl4tI75PFak+lBpeIjHaduGy+Ui99IUSmEj1VAXQTipcymZbJhVFa/eBMqdLDT37j/MIfL56QmvPgnQTldq2qsr3o/ypSm8fdcmhczRh1LiSB1TlyV9F8Lq0DylyK1cttst3tugOgjcdmuapmEe4aa+M9Sx+tNbF+QgXCqQCUnVJDJlh4HFPHqk8wXLuqSNUallAAs6etnzsmDfNMxS83NjuHcS4Jl9c2Dou1yFOVjL6vJiIoSl8G6cyd77DH0g4NC1uFjkNqtmeD+Kd0FsApMoq30/SnTYgaZtj6QspB8Tjnpe08RIc14VzKsCESGlvu9CQ5hUnFaWlICOUEjhHd02RBGl99TzGfMIaz15/AFnZ2dsdsEjx0nqos6Cdk3bUKfI0lmUkLnIrSwLjB07P5VlkWWTBzOw2+9ZxW5aZam5/+jDjDqEJLcEYvejrsvw7eGww6ImLX8+v73jGTChKUWblgEfd7n3/Mo/9IcA+Ju/9dcDwaqTtmsAACAASURBVDHTGi1KCmR8gH3bZShESk83jHhhGnkJNrl3ccnqNEAup4seqRWHyGq5vr6mGwxNXDyFLNhsb3Ooutluqeqx+XShFcwSXNPih0D1AxDWslnfIOMDNWbIA11JuDg9nVyPwziDjBBwgDk8h8QKcT53rvFCsNncZghmc7OGSbWe944qYonLizO6YeCwDQtrJTyDs5lzLAQo7ynjfby4/4DVMiwmi/mC+WzGWTz/1WqFUjJj6tYDD9/P9yrQxMJw2u23zOuKk8Wj+EwEbdvmRa7pWoqIF1ZijpSCMg1F63Desb25jsc9JTGVAAohWcZcS32wnKwuqJd1vJ6vB3IJuaEk5SyPFnSEyNCa1qH9WcLFg/Kl5G3UcpnVM2azRa4uttbQ91HjRKvg/GTJ2FB5nDojNe2Bx++FqsOL80uMcWgXFq3tbkvbtnmcN20QZhBZ3MficnUxoMZy/UIKvBkgM0Y8ZaHHMv5YTQ1QVRrb97jUeaeDSpcMiZmjFf1gciehI7lORJBzTnkjH7uHJW69tZke6Yw5uo9KSgo9Mtma/Z6uacecVD+McJ919H2XKc+L5YKz8xWO0Bput9nw5tVL7kcqqcdneeaub2NeSeTTD70LRllsXY56OVI2WRZhsZzzyfOPM4Rpned0dTr2SJBVZsjN6prWeIZ/4FvQMZHhhKM+okAu87Wxw/n774ebvP3ud/jB936XMvaSpFSYtsGTmiAMVPG73vahhZQfPRmlJKeRE/Tw/sOMN3fOMDQDMt7U0+X/x96bxep6nfd9vzW80zft6ewzkDycJEoUJYqSYsuuY8VO3Kauk6YtWgQtiiJFC/iuyF3T3veivWpy1cJI2qYXhVukKNKiSIpUthsDTg1PsWBbpkSJInl45rOHb3/DO6yhF2t4v0NR0qHMkKqwF0Dw7L2/cb3rXet5/s//+f/nsfkibGKr1Yq95jhEusCVvTmbuLG2XYvWKkcuVXEYZEaTuYNSlGWZL1jgtiYBoMCnLrJFWE1TV/m5nesi7jg2LKSCYjcMCEGOfhGGulCIGMn1fc/efD8+r8P1HUf70XOTdPPHw8FYirLIDU7CW2yMIFocVSE5PQmbzfr8jOPj40yNm85m6LLiqRvX4rUcdSy8cDx8eD83SmlV4O2uDjZZf9tZy2yxxzIeOs5YdCVZRgvB2ewBh1eOUXGxT6qGG8fhPYeHp0ynE2zcQNwPcQN8OEOQrpV/b1TlBWWRageCsqxRImZEWHrbM4trsxCSvtuyiC7yzhpMAlJFaMRr+zhPbggyyvF9DxYHTGPDkjeeftvmPo6+bTm/WOcN8Gy5RJdF1h3quo4+auUIGWSXU81J64KqrvImZoxFCDdSAr3K5h7OiyiVEe9F5di2m2yT10wCcSDRJ53zuSnJexei8hiIDb5jGIYsBpeahSAUUJ2xueZmBBhlcDZ6D0RzGRkDjLooc0Awn86o6orNJszVoTmimU6oI3595WAfJWAd6zJS1IyFv9AYlTKd0CQ11v7E0GfdpKosscawjUXPd999l/V6zfHhUfh7VbE6PcmNSB2eTXzsZr1GFNVjGu1POi4x9MtxOS7H5fgxGR9phO79eyL0HZglidbHH4JrdzxhP/GJFyk0vP3mtwBo11vsMKBJRq4Fm4sQWXoZ24LjqdpMalxvsvi9GQaqCItI77HG5g7Gbts/lsp125aqLtHZvACaeNJL73PEADC4LqaisSqfJHKzGNloxCu1ju+5o0onQJRlfixe5LZ7t2MEUGgdMMLUqm0sgxtFm7QUGf8sdYGaznKNYNVuaLtdo2HJ+uQk4+Zaa6rITFFasVicZwOPad2wXC5zS/6kmXB05ZDhIMBXk9mMKsIOi8Wc+XOTjEt26xbhHX7w+XMl93q5XtNXNZPYudcbg5YFi1hvOH14H+scn3n1i2Fumil7z4fM7Tt37uIvLJOjwBSo1McDuYBHxSxBimBInKFEIEXve3sH2K7NWV1RBGG0nKl5j3Y6Y8zSy0x1tdaghKTdMYkuiyLDgXUzNqb1fc9yueTkbBlfNsCQuWmn67Gb7cjeGsaWexXXsEimIVLjvMxdwDrKSyejGm8EziWYwVFOm/ytlQpQyCIbdgTTlyJCZsMwGsSYIRjAJFGz7aZjGEz+2bkdRUvrssE5jE2KdbwnZpMZHk+fuo+dyZly13UoLekS/LRaIwS5Bd8JjxBQxfWHEON31zowqeLPVVVirMuZ6Xq7YTJNMiI1B/MZt2/FBkgzoL3nO2++EZ9bM5tNEFE2sGmO8+e/+fRT3Lr/MGdf1288zd077/Ik4yPH0L/rN/59fodn2LFSKyZTnn3hJRb7YfO4e+stHt69TbsMin3dph2LJ1KipMBEQQklJMY59mbhpm/qOqeAm3bLarVidRGLR9ax2Wxz52iwjxs3icEMuTutbVvOV6t8E5VFSE2Tu0lV+aCrEhed9S6xuRgGj1IyF/qMK8Jnihj7bDIJF1OMGuEx46XtAxyTKE7Oe9Qw5NRcSkmb2vX7ga7v6NrIc95uuVitsP3IMd6bLvIq8N7TDgnfVVz4Td54V3rNRX2edW9m0ylDv8laIgIy1rjdCOb7e9RxoW8uNngz5GtdFEWeVqUV3hukijeQsfRtlzVMKl8grQ+1AuDg4ArlLHyG46ev8ydf+wP87XjTf0C1xQ9r7PpXJipbDlQkeVP64he/yD/9jV9DFwkjD12KaYNI/QjJ+anvh2xT6K1FKRDJ4UcELZEUnDRVk9fa2fI8ywBA2Di7bshFNmMG1us2e2HO5/MskOi9x3hDEZUYV5sVFzvF73I6RUcXKQgQoMn3hGdSlaMstBCRojne40VR5EBFa5Wt+oJOucvqktYHd4REDBhMlzXb+8HiEUF6gwALlWXJdBKKpFXUUfIRKvVdlzfsopAMg8G5cM+XZYmxfa4DzGYz9uZzHsYaTm8MOulPCcmwbamn8d4zA3VVM0QIU3jH6jwQEva1pm4aqshvP5wtOHdL7sYehKYoGLqe7TqaoxzZTH39/Kuf5d1/8mu5LvjKq5//Ud3Qx/Hejfy9Pyuldlq5JaIoObgSimzT6YTtesWwjWwNpbPIvXM9EtBp8VqHljJHAn7Hfup8uWK9XrOOk9q2ISq4iK3kxhhWm20+AFLhC8JiPb5yfRS7HwZW2xXbbdhMj4+P0DM9apR4k/FC3QkELhcRnXdRe2bUfamrmiFG1mWlwcTv4yyNUjmLqMoKN1g2cfF2/TBGJsax3rYs4/dZrVq01uzvhTb1pql58bnnaGLU3UR2BQQPxNlizvIsHJq33n6L46OnmUVur8CzN1/keXXG0EYMUCqBXCmK+LrT6RTTD7gkeq5kZhHoqDefWqa3fY8VcCPWT17/069TTzxDcgVyDqLPaTd0bDdrXnzumbgOfjiz6A9jPF7QH9ezG2xmgejZnIOjY05PQmOXMopuu2YaeyjQoJXIQUNT17SxMC6lQIixEU8YiXWjQbY1Bpsj1hC9zuIm1grJ5mKTJROaZsJTN25ymPDcusFGDvvDhw9pphPuPgzuYvPFEVU1oY/z/+D2PfYO95nOxg1y9IM1nJ2d5wOqrptYII5ZrQpReMLQjbGoxNJxYP2QBca8kKiipI3BiPFwfhr7UOYzBFDGtTiZTqjLSW5600rx9ttv89Qzz8TPqPPaXJ6doZXIdaNke5e8B4ahxPvJqElvbc6SEuU/7R8q+vEmZovtezof1nVVVSwmMx59J0To8+N9nnvmab78pZBpfvWrX+Xs5FGWuFBlgYmvr3XQQRK5YPzkIl2XGPrluByX43L8mIyPPEJ/P4gl/X43ynF+dPRJRq6ppb2spxweXeXs/l0AdKEyJbAfArdVZ4mBgIklTF16cpei8Y7JbJpVEL1b0m472sjOaIeemzef5TAK1Req4GH0RS2rgu16lfFoPZ/TrEps5FMvT89wg2E/duMJqUcDBg/ri46mjrid8zG9SiGAwWNx0bVHyhJdxJqALOkGl6lfzm9ZrlvaNuXMEhmNhdebC1bnF1nK9WBvyvHV61RNlA4tStbtmvPI0fVCZzbNz33lK5RRZAvgtS98gft37vL7v/e7AEwnDbKumEShoqoomDYRJtEa6UWOzHRRYt3I1wWoqiZf90IKyqgwqFuB0rBdhoiw325YLPbpUh1gc8H+LFyP6d4eTVPzzNOB9cIP4Vj0YYzdzuQ0HlOwzFGo40s/+WUe3rsHwG/95j+lFDIbG3gd5GoTzXRyeJBrMF5JzNCRUtGiLKJR92h9N9anghFL6qR8851bSKV46uazACz2D3Aevv3ubSBw5Udu/JLVu7e4dxLW+cHeHlf29llEiE9Lydn5WYb4mtkkM5/6vkOpIsu+KqVpmmlmmBgX1m1SAy1Ll52oVtuWi4t1vhcHDG3b5+zSWZ+zAq0LHp6eIeO82fsPKVXJKmYR277l+eee42GUuS2LkmnMkq499TR3br+LiOwZ8+CEG9evoSO8Gcza3WMGHqmmoXykSGbJ74LZfD/3fSgF29jF7MxA0cxz70klPFMtOX0Y+2V0wY1rT1FX4e/1ZJqRgIv1OUWh6WLI/kGi7o8Nckljd4NP/0qaybllWAiENbSxkFFqTVE2uSW3FNAN8eKaAa1U5nBKgsJbmhXrfZa7nDUT+m7AxSaXk0cnnJ0vuf5M4PMeHB3RbdccHASssapnzOPm/o03vs4f/OnXOYpp6958j/29wyzb29QtZ6cPGGIqd3z1am7kMNZigUenY9u8n40aGHWp8Z68gAH6hJEriRc24+TL5RLvycqNfddnhbezs3Pqac1B3ABP1yvePT/nzuvB09JbG1UaY/2hGG3L3rh9j0JJXnnppThXDT/xxS9yI24K77z1Ft/6xtezTdb5+RnPPf88AEfHGuEFIuKHRVEGHNmNBXCl4kbkPdY6FMmeTFFXFZ0Km9p0OsU5izEpJW6R8eY7unaVFz/1MmW0xUtyqR/neC+GroTM2kBSSZCS6zeC/s0v/dIv8Vu//hsZgzWmZ7XeZJ1/Fayq4iv7EOQkOeYuaKHnoMe5jNW3bRtrPGFzqedThFQ8WgXI4s75GXfuP2AbA5fVZpNxbaQAL5hEKuVpVGa8ezcET89cv8rx8THnSW6h1xlmmkwmaClpItSDUOhqklvwHRIhyLpEXd+y3ARIb7MdcEJhXTxY1ls2m03G6pvplHtRRmNrDA9WS3SETap6ynZ7mmsIUsLX3/pOvq8nVc0zVwOv/Omr17hy/TptFzb/h3fvMm2ajNULrdi0XeawS1XkOEE6jxQiP9YMA0M/ZGVGbx1DvPe6rsPPLZs2uhm1gpM7t/F7sWnMbuiXA8dxLdy794iiCPP25tvvoKRE7dhyPun42FguQkQ2xk5jUQo7g1+nJ23xAT9U+UYOWumPcnW5X21Gs+YiaIenBhgpJZUexfGHYRglblvDerninduh4CDLkis3rjONBdR203F/veLXf/d/Dz/3PuN/Qnqq6Yy70fruweoB+9Mt86gJcTSbcnx8jXYTbqrlySl7kRGiqxKBR0V2w8Vmw7Vrx6hYLJNFgRIiS35a73LXm0cwXKxz4TZEP5KLZdSK32xYRi2X2WKOFXA3ZhUXDu49uksRD469gwO0lnRduMEOrz7FrXfDjfvpV7/Ao3v3+H//JGz+s1LyjW9/mxfihv7Cczf51Kc/nfnwy4s196NPqBOC+f4RdQjqRn5yxNtnEZ8EWG9XsGPzl4qESRa2KEr253OGWH+4ODvh+MZNAA6uXOE7SjNkW8qPLz7ZZWvtDudcNt5wLmDIqZmmrhu+8pWv8D/+d38vPNhbbt68yb174RrcuH4dEZk73njELss9ZgXZgBlwmbNtcTZkXABn/YqTk/tZY743DlU1rG14bnV4jf0ojtZtVnhVUscCoxaSz772earYxfzHf/B7LM9aDqIYmWLUOV/M51RVySSKzqnI9km63s4HJptKpBilkTEbUUVJVTou4tpVCCqlWUdzibfffptPvPTp8DqqYPWNb/D0swEjf/jwIb13XL8R6i7L5Zrnn3+R61dDsPX2G6/zrTcCQ+7s9JRCSw4OwvdbTKYIJXKvSTWdBv/VVCVGZt34ohDgRx/hsqzw3meGlh26rDezXa+QV6+xOAzv83/+yv/A8f6M5372J8M8S4v2BasoV33z5k1uRXs6Yy3s9Gp8EJn/Swz9clyOy3E5fkzGE4c0QggF/C7wrvf+rwohXgB+FTgEfh/4D7z3/fd7DXbc0SFEFTuvn9uJibj3iMaEtuCkI7K6OA8u88mVSEpEojcNPWVRZCigqiqcF5mzanuXUzEcOCmQySBWK9q+562v/ykAm9UaP6s5i0LzR1dvZP736fKU2dEx/Tb87fnnXuRLr73G6d2AS97+1uucP3zA1aOQuhpj6GKKK5zlytVjhmgAUTU1XgiaqKfRRGu8BDkpLTPzYbNpCX66Ya4ODw64WG04PzmLU+dYzJOV1ZqT5QWf+txnAbi3alkZuBZbxNt2w59+/Y+5Eo1q91UJTXjujU+9wk//3F9k+yjgvV/77d/ijT/+I06jufPv/f7v8JOvfpanrgf8ulAy44FalzTTScZZhRAs5nu5nbyuqlzzMM4GXnOqRWiF8yMzRCmNs44iKjnarqdNmPN8Rjmpc0ddbmX/AOPDWdffZ8jIvwMkCowgNwBKRb2Yc+3pEFlu797l5PZtbn7qRQAsNmeE0ns0KtvTURSPQTtSgOmS65NltVpzN2LkD1dnDP2ATi36kynPfvIl/vCb3wTCPeBiZPn2nTvMFgdcrZK5zBolyUycZ599lnff+Cb374es7+joiKPoZD+dTTk+Osh8aqVFlLBN8JPAIvKmI4TILKmyLKmcy5hzf7Hh7GzJaaQBHl29ylFsx7917wHT2V6Wvzg9P2Wwlj7ZKaqCTWuZTkMW8bnPfpbjCCG99cY3wflsnNGJDiUki73w98l8j8HCJGYoZVXgYy1LWAveZbncQhe025bpIsodTyZcRCp137UMQ8tzL4ZreeXGdQop2L8amHpfuPE0vpX4WGd6+9adrKTpnEfIsSQkvkfd8f3GB8lR/ybwdSCZJ/5XwH/tvf9VIcR/C/zHwH/z/V7Ae7IDDjx+QXcbi5JNVHbwsRaFpIt49MH+AcuLZaYRdsYgc0+SxGMokp+glFS6yhK5Bs9WhdfZ9h0Xq3XWI7l/5xEPT89o4mI+Oj6iOjxiHT9yVU3YRh3vi9WW6bzPMMmdBw+RVclrkZZ00ChuvS65ezvQlprphGoR9UuqCo3k8FrAz7wd4qYUNqTpZEahdaY1WjdqsiOXdIPJdYCL5Zr1umURhYqED44nAA/vP2Dv8Jjnng4wib/3kJOTi3xzbtYXvPzyy+xHOui6sxmHvnZ8ncP5nCbqpHzyygG3P/syt98KwlhHB4dcnJ7y4EG4sZ979hnm8SBZ7O1RVTVNLKRJVYB3FHFDF4xa1n3f0/bb7OmoyhJ2vCarqkJAbn7CeVzkxg/GcHh8hbNvhc+kfjjI5c+8rt87vq+mjPBZf8VZGAbDF7/45wD4/V//KmVT5UKo3WlGExBuoFRsFQJZFIhYe0ALnI3uOEXFdDrltVfDQT5Yg5CSswjLvfvgAYd7Cz4Rax5vvHOLOopVvfyZVxAoVNwsn33uOfaqCiI2LI1hf+8ge6ienZ3khrKnr99AlxIZ4YpJ01AVZca6ldTxAB8Lxul9Z9bhJCgCLHl2/4T5dMHhUdjEHy0v2MTGqOvHV3jr3XtUEYJ9+vp1pBa5qa/tOz730ktM4jx2bc8irref+PxrXLlyhWnULLp35w5aClSUFVG65vDwSj50CykQiQ5qe4a+ywXUINdsspaLsYYqflc7DFhjqCfhoDh84QWu3XiKlYvQllf01mJiUOcRWeZAiFA7EVka+UOmLQohngH+CvB3488C+EvAP4gP+fvAv/nE73o5LsePwLhc15fjx208aUjzt4H/FJjHn4+AM+99CrdvAU+/3xOFEL8M/DLAU08//VhRFMhuJrlICiDlY1GO9x7rXKbBKaXQO52WWmt8EshBUJej1Gbo4GwoYySw3fQUZTLTLfHWoCKdcFFUPPvKZ3kYYYVXPvsK02tP89btUOybzRdM90LUqWrNtWvXiEEns8mCa4dHmOgPOdUVjdYcHyRp1yp3hTVVzdXjY/aiaFbXdUwnE6aRxtjUNVqXWfQIyAa/dT9Q1y0+tmqLPU09bXjrjTcBOHvwiKvHkdbXTDFS4yP96VMvfoJvvPEmyien+AmyENk96PRsw8/+Sz8HwLW9PVS3pZYh2rr77jvUzvLzX/5ynvN6tqCO6pPb1Zo2uRB5Sdf1xK8THNuFx8co2wyjVOh0NmM4HzIcY+xA1ZS50ch7z8nDE174REhd15tNbnLp+56mbrgX2U4/hNrih7OuYxPU+w3PWNMSUcPLZwxG4KXgIDr+bLYt+0eHIzw49DlCV0rSmyGbuggUWutMCVSqoNCxm7OcIK7LzBrbbC64e/cuKhpePH3tGNO13IyuPO35kgf3g1yxLgv6tuPVT34KgOPDA+zFBSZmUPOy5OCZm9TRyOW552+yF6N1KQM0NIkZYF1WSCnRMZtUugRjskSupsjCZU3j6azFR3ruJz75Et22y2yu46s9Jol6dR1ffuVT3Im05dpahsExj/LNP/vnf4bu4hHLmHlPSs1h7O5czOdUkyZkjcBnPvsqzlrqRIksJyhdIZOhR6HxkWElRZTuTs5bw4Dp+lHGQkqKMtIdccEMPkbzL/3Ul/njb36LSRMNLYqa3rUjYiF8vl4KgZAid+9m3ZInGD9wQxdC/FXgvvf+94QQP59+/T4Pfd+8wHv/K8CvALz62mv+e8nnih3GC4TuScnYQqyUzhXkR48e0rbblGyidjonZVRXTNX/qpmgq5pJvKCVHq3u9hYHvPDMTc4jRCGl4nyzxsavd7ZeUZc1X/hCgFG+9Z03me6He39ie+7cusPTxwE2+Qtf+iJTNzDEi+/bFtcZahkW2f7igHWkpx0eHbJ/sIeO/fyFrpnUJU2kStVVE1LAjKErjAvfr65rZrMFQsXW7nUwmr0SqW7Ck/F0NZUY59nGrr9CKP6Vn/lpfvN3fjs8tWuZVg2ziBf+9E/9FC+/GPYvefc7bDfLrFhXWst0sZfZQtPFAl8omngjzA/2R/ZGMwmMpoQS6QKlZGYX7V7qsqhC2h03G2N7pHFZ32RST6irJh/8RVHQZiNuw97BETpqhTx5Yvohr+tXX/VZtUU8/hQhRFJwQPjQqTxKFgWK4DRtiEUR2t1l0v13uf07TWYKiKqoIJjcp8KGnhx6BP1gGCL2a6Xl+PpV+luBzdUuV1jrc+v8ay++QPPq5wDozMDhYp8H7waoUBuDFp69COm1rWa2vzdK05qBuomm5KWmUJombtJaabyX4/f1wWoya6MoneUiwuFUcy4DrLJkQ9lMKWIQZLsW4j1Q1TXGOW7Ee3Hb9gil2awCRbB9cJfJZIKNwUilCqpkBRdb8ouk1VJopou9fIiWZY0j1IHCsFmmWxE8G/o4r875zDaCoN46iQy5vm1xXUcX1+rR9aeo759iE/Po5IygVBwPd+8eYyyBzCylUWL4B48nidD/PPDXhBC/BNQErPFvA/tCCB2jmWeA20/yhruaF0CmAD2mfxH/nZszhASps9aJtD3CDNnEoveeVHmSSuCczZOslGbSTCkjtaisBZNZ9Fo0gs1mxSTqVJyen+JXQ243Pt6bY04f8upTofC3UIKvfeP18Ny259/+mZ/nqSshGq69o7t3B2K0X0nB5z73KmWkVuqyGOlrBXhsvlmrsmR/fy9HNpOmQelJri9I5YkU/CDLOQUS51oVbJYXHBxFPvxiDx+LvrYfaLfbvEtJJEYI/r1f/FcBeHSx5Hhvj9UqHDTbbcfq3eDPaYeOYbOha9IhU9IcLLKtXFOVqPkk62uENv/x+hW6GP1i4+8TFXHoRTYzkTrtduF/fdchPdmAYH9vn23XjsJMYmyN77oOOVtQT1OD1gfi7X6o63o3O3g8U9j5twjEzWy7ZkzQRI8b3mQxp2gq1tlgxeWjQWqFx+X5SlrqKWstqyYfoM46vADpxmanUiqGK1HCAsFqtR7nfH0OQ1hg7XaL2m5o8lM93lm6eL2Orl6hahqaSE10zuYNvVAS4WXG9aVQFFrnJj/ngvFJvuelzJLYxg0oVeRga74wrFYrDuJhvVku2UYjlvOTR/RmoI73i/IwLZssIe3cgHN98CsAEJaiDn+rJiXNZOSdl1UVtFps4pIPFGWJiIeBkBLiPDprkbpCFCa+j0EaM0oDADpq4NjBsF4vmbTRe2H/mE+/8AL/z2/9DgDNYp+yqnLtyDufjU6kUqFGEg/2n/uLf4l/8n/9I55k/MCt33v/n3vvn/HePw/8u8Cvee//feDXgX8nPuxvAP/wid7xclyOH4Fxua4vx4/j+LN0Yvwt4FeFEP8F8AfA33uSJ2UnIcKJlir6u7/33gcqYormEaEFd0dY3jnH4EYMPdGutFaYtsssikIXVE2dscayrBGxhD30lqKU6Ih7qSI0arz1VrC+O3nwANcO7Mdu0E8e7PPav/wLAJyfL7kyr1mfhGaAFoG3jirZgJUlqixQsdHI4DNsMKsnKE02VW6qmulkkj+jLqrQtBDxNY/LzQ1N0SBQmSI4LRseejB1bCrp+kzZlEohdJHNc5UdKKxlkrpZmwbRbRHR4V36lu48pK37+wfIYpa7V6ezCVIJmmnsZp03qLrJnYpSySyQFqAxnx1mQgMZ+bFKK6xNMg+eui6xOyRWXZR5rqbzGV7wmPypjWwnby1Caa5GGqb9YBH69xofeF0/MXQvQmw6ukt5hBLkJs2yRJQFPmKy+FHF0RMMUoTcea4QFDrROwtkktrFYZ0bIT0p6aTm8CCsg7oq2Ww2PIq1oovVJsMIdaXpCfIXpwAAIABJREFUthdMF6Op8nxvkWVhy7JEa43W6b4tUYlf5z1Sip0GwGCZZ1MLuxLIHfVJpTQ6UhzdAMp5dB2zVl8wn02yiFvTVBRFqFX0XYfrOh48CJTa8/NzTk4e5Kw8sa1S46GqKiaxe7VqGhA+UwSVkHhvs5OQFEE1UYlROC9nGF6japElOczQByXLWNNRdZnfU3rP8vQRdTTQ1mXDlStHeQ/zzqB09biceJLTdh6/Q9sW8sOFXMY39P43gN+I//428OUP8vxQ+ExSlN99F4ypWIJjwgidohriRJ4vTxFSZA1nZ12+4Z3wCO9zKiqEekxrQyFy950pJYWqmCUN8CJwvxMWd3JyQl8q1l10mDlt6VbhAm3Xa9hO80bUFBVSCLQMC6Oqa+rZjCIWj1RVZqhgUhTUdZl1OAqtKYsy61iURYlzdqeA7PONrbVG79A0y0mDV8cZnuq3XVaDM72la9vsY3h++pB+tebifjiEKqVZrjeoQubPiEzOSGsKpRlEVMprSuZHhxCLoE7LoGIZP1dRFCOlTgZ397TBC+XxCJwYbcsSr3yzvkBJETuD00Y1au9oraiqKnfG+s12lLxxjs5YptFSkA+w8HfHn3Vdx1eJ/3/PuvYe/571nCCZSVnhnMdGqeev/OVf5Df/739ME/Fdj4WYdkslcaLNXPOiSe5AscAoRT5YrNTgRj8BoyxKF6P65azDOMvhcaCrtm2btdG9d2ituRo533FO8nVWKhRjR+h01GDyziDYUQncsVgEghwEo2qpUhqTZBGkQwiHSvRUa3DeZ3qktRY7JK/SGuEte7GoOww9w2Cy9O5k0uAhK1EmDByCWKdSIyVYComXkiE5YpUNSo8uTNLLca9SIsg+pnWOD9Z98dIXRcEwdPGxgcaYCsDee+bTCYexw9bJAuwY5HlBlsZQSgRXr6xt9eQqoh95r3Qu8uxw0MPPIwaqlX6MHWCMQSiQcWEslxdoKXKDUF2WDF0S9XaUjUbEha+VRimdub9lqTOHW+HDTREjBi1VqCzfDO9c1yUPzpa50i69y81M8/mMru2Z74UFN51P0E3FPGJ+ddOgdJkPErmz+QnvYlQTRYxkKPqmyruzoQ4y+q263DilPAjRo+OCK8oSVVW5yYLZPPuPhvnZZ7MJEcTB1SuYvuf0QZBvbbcrri/2svCVEz5j5EoqmmbCNEU7zQRVqGyYW1cNpa5GvNj7fFOgwwaUpA2Qim4Y0DouXil3Ct5hQ1EJ/7RBZKqLh9DBwQHtepOjJCnARzzXGIuQKksHf5CF/1GOhJF7/GMVVmdDr0XKZCazCSgxHvRKZ10eg0cKORZMo8hVErry1u5sDoq6rrM+S6E1Xnl0vLZVXYIQWBPWburvgBBoJS2l8D4xEyhGhlngScfv5M1O/4gOwVPEwQulQ+aQZKdF8DGVMRDzAmRcI5UswbpsQymswu/sCUVRQBneJxw+Rd68dFlTPSZOFokUKbJG5XqOcy4YvOd1C0p4dFx/0gcBsvRn4yzCxyCUwLbzLjHqPHvzWdZratwEL5Iw2Yi7A5i+QynJJz/xAgBf+6Nv0Mzn+fpB3s+x+FhH/G704geNy9b/y3E5Lsfl+DEZH2mELhhb8N87gonyeL44a0cYxbnAPY4RYN9ukGIUqffeZJVD5yyFLMcUqq6DHECkWQE5nRIUqFJlrKooKhAKkVM1zXS2zyq6jHTrTabeKaV45bOvUkf2jNQSX6icZlZ1Td/3OSMptcqn53vZGCF7EDsnscANJvNuPWSTXh+dxRO+LmVgMKTTXQpJXQSKZtcPGGMpy5A1WBcw6Nk8RGZKBvjD9ImG5fL7aK1QuqSuE3ZaYJ1DxrnTSsfvMcacKV32cX5SPCqiLFfOwLQGkbBgh7UGHaOgqojG2rnvGQZnqYuEFaucekshg4u8GOGAH4WxKwX9fuO9Ql5pXnyUbU0dr0PX5XTfWBNm06c6kqFQRYbehqHPfOWyVKHT+r2fKa1zpbE7yo2yrkeJX2sfE/2SUiHleN/K2CPiY0aYM8P83RSl3pVNHq+LEALrRhjJeSgipOe8wwqbYdeiLCPFM+FrPvmaUEjFsNM97aO8dhb3s6HTWCXHr2gOEj6DpyyKDAMliC9dLmcHhk5kbF/vwC8YgcXlOffeBXSgHVlJuXFXKbwfGVnD0IN1XIl9KV23jZn1KHst5C7sOHa+ig/QKfrRQi7vhVkAn+wUzXjxetvTR2lKCFxX4xwiNhJdrC5Qggyj2N7lK2KdZ9NuKRknx0cpAQgbWvoEVV0hZZFxvLpWSKmoIqww39uj7dpMI7PW5EaauiiZzBc5T7LtgBYyH0q9M+hK5uKR8H4HEw83QrpJgtKkzDdkUK8bb5RdrRolDK4o0BGD9i5genJnk0jPnE8n9H0fHgN0raGc1FlX3lpLqRQmQUE7Nw0y6tLHOR96F4py8Vgaug7JbjoocSIVuxTo8bEQnHhUkW5sPxZQtcYOhm3CgnWYn6x/frGiqapsLycf0x4X9H2f0/QPokr3L2qkm/H9dP/fb5P3ftcr04ZNzybHKZM3KeHDd3eZKBAKb+kwVkjKqEk0DH0oSPqU/mukkFixswEic8CwO7QUOA9lxJjFzu/Dcx3Ck2EhxIjdCxE457sHu9YqY9kIQSFKbOJX7uCqEhV+2MGUAxlip/Fwp0xRKpWLy0Kp8Fp5KQbYaJcam+Y+uJftuIW5sV4T5tmj1Ij7e+txkdIonMVbmxvDPI7T8xOKSJ80pkdGKUkhBWVVZX8B5xym7/P7fvaVV3jr3dv5+w7WoPNBEdRlU2fR+9Ubv9f4iCN0xqNQxM02FcPI9olYJzAWTGRC9CbofKdutW7ToZ3J3VzOutFizjo26w3NIkrVlhXCefwwFk2TGJfEIaWjyOyZxKGO0aDUVFXDYp5MKsSOWXMRIsX4dYqmDF1k6e/Co6siL8iECYevbtGK3CwiUWipH+PkO3Z5+AKRLi7BTCJFSEKHhZ8OJcdYHfdeUugqC18VVYhcdIqqdIgQ0oLxkrzgPD4KmyWGgg6F2li3aJoG3FiMFlJkTrq1ls1mk2+T6WwabnZj8mtng23vMcOAi9fHa0GpC/aiWJIQocA6Fsp9iPKIm4rw6GKMHj+OESRWxo3ne0Xo793sU2SZDqjtumMYBopkMydlxmcrLWm3PUWch77vUYXAJ8Ut77Ep00KEYkvqe0iNr+kzEs0m3Bil6hwQSLz3lEkXR7yHmSbD35PxiRQhe4AgJyuEQqq0KXukEpml4SM2nAKx3Q3dxSYq68YN8HtlOWG9+kxukFJn5hsEjZ+USQC4oR9t/ZomBHjxZ2TYOXzee1zgoGf9Phs1W4IHrNnRojJRKK5vw1xUk1EW2hjLbDqnS77BpqPrN9Rx79nfm/H7//xBiGAIdTMTzz3pNFKOxdcPEqFfYuiX43JcjsvxYzI+WoMLfD7hvtskmkxdC5S3kdJjrccawyYavUKAUBJco4uCfpmggSFGf2NFXEdMGgJeuI2sD6EkhRDoiM96EezTcoolFW23ziel8z53snVdhy5EVlqzxmK9yJQGLQPmnKrcQQ54RzrY2qxjIZAURZEhGKUUzoydpIEhk+YpUMiiyxyD6QIdTCUa1g7Q4QHnUREPlCisNTmbadv2sfcNGdOIT3fbNmOJ1vWPYavECCo/N7Ij0ueXUmbanLUWIcaIyxiTow7nDMaa6A4fMqhhGJgl82PvmMxmPLp/L87j6HRvnUNKkaG5jytC/+7xHlhxJ3rfHTJGu0m2YhgG2In2pRD5lYKzk6Up6/xYaww2Kf0JjY8uUAKFcT7XOxwBpso8fRHXyc61S+vUGhMULuVOtujcY3MbLA0Thm7zfelxVOU0f38pFQKRWWTI8H1sdt8a2SfWgxdujEqHHmOGzK7x3tPH/aGua/Bqp7NSg9AUiUJbWqwxKBU7Ou1oFuMcYCwu0o29ACXHTFrqAN9s1tHtqa4wmaZkGcyQ70VrLMuzM+ooK2K7Ad2kexoWiwX3Hj0kTbpzjjLJipydopRkyLWIkQHl37NOMs7+BOMjdizaTbUJu1z+7GKkXeUnhP85a+i7PqdJzhmaqoKEkQmZF2BauIngb4yhKMqclltrR/EjZxFmyAeJ1AVS6Z1iVaRvJWqRd9mdRUlC4dKlFExknm16rncOF5uf3M5FUQhQKhc9yrKm1MV4w0uBkipLGzhB1kTWRcD8dd7wDM6N6aWSMn9GIcRjDT/xFcbPEZ2R8IkK57OE59B1FEWJjZtlWUZaWTwuvB15zmGebT6sBVXgKsf3NdbivMvNXs4MGTowXc/Q94FKByAlTki2sW5RlhV1WZH0LDwiYMsEcSQhZG4K+V5+tR/1+CAaYcE6Lvrh9uHQTN9DKzVizFKitaKNtQWMpSyLfK90/TY3w4QGJAUjqoVWOm+eUil0VeSNQkqJjBte3VS5LhP+FmGk1LRkbOhriOt6GIYsWSEpUarIa0R4H+GySDLwImzmadOW5JZ7GQ+VvGZ8uL7JF1XpIstodG0bCsIJFvJBH2fInr0W7+xYr4sHJwRsXDA2N3k8Fptf23ThGqj4XNP3jxVUtSR/v0ePHmH6ATVLcK/Ne5axDlmrDKOawTB0PUWEXA73Frz4wnO8/q0341yIwFoAnHzvAfrkG/qPSkhzOS7H5bgcl+PPOD7aCN15zDDK54Z25rHBZOyMehxmiNhB/lkrhcdm8R0zmBx1r7ol282Gs7PQ1ryYTjHGYBLksnNa2wtHUQ3MoliXtwPO+1yVVxKqQuUIt+/MWNAhRCu7RAGxAzsIIRDS42MEYszYgFFUNXVZImQyUS7QRZlfW2uNlyKIBhEi9NyPFY2Gd98H6XMG4O2YDSghMN7vZCShiJscfrTWaClz1uSszUYSRV3GQCoxYCJFccQAGNohR5cg8OlDyvA+aWq6rqVQmi5FGnZgiHNhhj7U7kSaJ0tRNZQJWjAmqDemAh+MxWM8Q9/udB5+/LTF98IquwXS90IvoRg3yjosT5ehMJjout6MXc1mQGvFxXmg0E5kAdYypDl1AiWjmmVqoonzNJ3MscYgI0UQBaYfMpXXuZEl5rxD7HSG5gzCjet4MB3bSOWtqjrDjqF7eyQ6CO+xbsDF7mOlNc55XLrPvc+d415KpC5xMURXAuRgeBT9cCeTJjf1KSFxymTygtTJvSlm+C5IECSox5lxf5BK0nVtNqpWhQ4QS2qKUwLlVc76hmHITLW+7ygrRR+zpM+8/GlWp0uWywDPuGGcp6IqOL9YcRjF+7quA+8zpfPq8RXefOdWXsveu5GcwOPspw8yPjbIJWm1JORo92ZMXZU5ZYqUn0Rls9aAGDH2WIqP/wx87odRMrYpS0o5yusqpUZczoYl36uQ1gmpAp7uUnoPUhUM8eInih1EXrAbNxd8gIYSTi5lSFNNtJ3z1ozt7aWnbVsW85iqxs61tDEFVoDPG6SEzFEN8zJuDt5E6lo8OIa+zXQhGbntJm6GuiwZrM1QjhQyfB+XcH9FN0ROrTVoqfIis7jQ+Re/r0Iy2AE7jDWClIoaF1LXBHsJ77B2GNNB62ij+a+IN1+CUVSWLQ2jHwa6vg+sGoKOh4/4p3UO5+zIovgYIZf3btq7470beU7/E5QXN6K23UZIMOLKQ5+d7AczYPo+90TMDq/QD0Om62tZ5A0gQXlVbPWXCGSh8+FbSokoxrUslBxtzqzH7eD41hisGbJJd9e2rNfrXLeYTudU0QQ63Q8jNApIkesym3aD8+SalVDFGDzpAoTI0t9VFbSMkjzw+ekZNio8zqYN2nuGtME7i5CjHIGPshlpTXnnMBEisjbx1yPDxwTefTqUBmMBQTuEOptUCpOchHxQUUz7xzff/BZ79ZRJPBjXj07w8fvsP3UDXVcZOlws9jk/O2ESHcAKVfHnvvAa70SbQGFHGQTlg3xJXks/qrTFQE0cqVLejVrDXvg8qd47vDWYuIj6oWO73dDHFu+i0OD7PLHboc0Xs+s7nHNsk2WWEPT9gCrDpKzX6yzjWhcVzoyC9UprVNSZhsBvTaYAAKazubAkpcS6YdzQ4XHsbTBs220+SNp2O+phCElZlTkSK2oV9Wric51F72BozvtMnUq0Nx9vxqFtwY86F916lQ8RXYR6QNIsH/pQs/DpM4vAGxubRCwi2TIKGQTQ7BgVScYCJOLxrCMUPtOhKmmaBitHMaiu6+iSHosbubypzTyJMFWTIurYhOfu7+/jvc+9AXIV+crA0HY447BJzOpjHN/vMPleEXo4qm3OHmeLRbw+8a9S5U3fxjmYxmxytd1Q6wLlU03DUERJC28dSsnMZzdiQFib60zGGAohcClIYHxP5wKVMvGwnbFYM+RN2g7hYEmCW875kW/sghx18usc+iHcE4XKjzXO5XqI8x4dN+yiCnWXIorbKSSz6ZQ2Sk8sT084iQVG009ZzOaIeDDYYUAXFegknRGw7JzhYvM8Zj9QOdaNTKQ5Quh5MsMwtu6bIR+4SgrKomAb6dNVXdG2LS5eAyfVDsXRYJ0ceyQIe9/6IorfHTXosubgMNCrbz94lGsNwovHNvEPEqhcYuiX43JcjsvxYzI+2k5R70flNSIzI0UtzuWOLeeCSlmymLPWIJXMQjZSCYQV+bWMtZmW5IUAKXDxVO3MQOEFPmJkWukcDfohCBql07iZTqi8z2mswuF23UKEHyUGbFBaS1FpaodOkWXbbRn6LqfI1tgs6ylkkC1IUqgSC0JluEb5gJMnSMl5h9phogg/RnmFKhi6ARkfW1UlZ6cP4+tKlPRYE9K+qp4Hw9vc6BGugSI1N3hSzitQ9NstLlHDCk1nxq5T50IUlFUsd9g1SIFzZW6m2qx7VCkxpGs/drZ2/ZaqqXn7228A8PwLE4QXdJEK1zQTVpsNV68HZcCT5Sqn6d5bvOk/9qjkwYMHO9E3fDdtccyuYGxOc94yDMMInyFCzSX+3bqx27EsitANGplCZyenlLMdCQXrqWLE6pwLNLidTlGBRfokGOXoncn1q4JypO0pzTCYDMH0fYe1A210WNmsV6ETNa77aTPJ1oqnp6csl0uSwcVqtUJpNa57EVrh0z3UGZvrB2VdB2necoy6Dw4OmETYzvtR2my73SDxTKIJuVDF49m/C/j9GNf63FjkXVABTfCG1joIviU6dYSJkq3cLtqhyiAD8M7bbwFw89mnuf3gHQ5ne/kaJdy+22zRs2m+P87Oz3nqxo0MXZl+oMdwLWLst+8+yHUiqyTCjTIIP7pqi2LsGsudXHlTfrwAsJuaeQS9sRkK6ftzTN9l155gFxXT+7oKTj2bsCGcnZ2xP51nfNoMJqeegzfRnzS1OYei5pA67qzCdEN+bt91GQqRUoaFn9JpYxmMyfKZHsfZ2RnruDEVRcH1a2FTqqtpgEOy/K8H22FVwuotDP2OnobMMr2h+1PnTaKuG8pydD4pzMB0GrRavv2tbzGpCibxAJvMPE09yQdFM5th+oEh8tu8HWGvwHPuaZPsQakjdS6p0nmM8xk20roYNXGUpu/a0Y3Ig2m7XKwTUoxcZCkpypJnnnsBgK2x7E3mrOMG0gwOVRSkpTpf7GNNm9eJcz77kf5otP4DfG8tl90iqYt6JGnzGExHWRUMsVbkI+0PAC1ZrVdZQTDp3dhMvxO0STXRhS7fTBGOB3e6f4DHOlSHrt/Z0MP94fKhYjD9kHs3vAf8KIO9WV3kwuXJyQltguQIMKr3nkcXp/k9vR918vt+GHsKjMVazzQ6VXlv6bY3ODgMG56SocAf/ubYtNvce1EWHl3KTEAIRXaJGXGkTAn03mPtqHPjrQ26MGletBqlCQj1CCVS4OXxneXsbnD1Oqgrjg8PGLpwDdq2ZRXtH4/nc5SHIcFRSmMcdBGO6vueyWKPVz7zGQC+9kd/mr9P76MWTSqYfoDa6Efb+i9EEMBKP8uRP+6ce6wlumqKLLqkiw4lJNMoTXvSntEOa+ppOPnP1yuKpOmtFNZaijoUUL79zi0+/5lX2MTFXSmFjpZSQovHGjmcs5jO5MiyLEukLjLGrtXIkGnbNhwAuQ09MDZSBfxiteJidZFvhJvPPMs8nuRaloEzmw4sG1vCdwo3Sipcau4oirzIrAiR966JgLOGySS8drvdsIiyB4UuOT09z5un95q+G2hii/L6Yon3IvC8CXhpZjfYAeGDwQGAN+HnNBfWBanTXX5v2pgQHqWD2TCEqEhokcwSUVrlQtlgLbNmSp08HYVElTXXj47jY0v29/fp4/vO9vZZnt3La2i72eR14X8IVsCHNXZxzt32/l0Z1LBKHOnkCayogW00SNhutrEBLT4XlzdWKSXtts3GDHVds15vmMRisTOWLgYTWiqMMTv8ZTnK3u58kqSTr9VYUDRmQEiRs62hH+i7bswIiyI0jsXP+ODeXW5Fr9LT83Nu3X6X1SYEAS++9DKz2ZzNNrBAlNLIQmbTFF1ovhnNzb/2z/+Quqz4zEufAGBxsI+Xmk28n6qyoYkmFZrAXMlRNIB3Y0SrNNaLMZOzNuP8zgccIB1IXd+id+pZoJB+1HJBKoa4Vhs14eT8hIfnwR9BvPM2+/uHQdscEPUEGTPaVdsyKYosr+0ltO0mM+qGYWAY+mzgvphNWcZ5CxQxkdlAH6Sv4ePOVi/H5bgcl+NyfEjjI43QpVTUMXKGiClmBoDbOSVDm6zODJOg4lZnGhbgfbZaK4qCth2hDZTkaP9q+LmaoCZTNtFuSyJylXpSNcxnsyy16/GPtTnbwVDWTYYOhBOjWYF1EQ8cxZHWqxXrTZTa7To263VWnrt+7XrGjZ0TDINlE0/kuq6CPVdq1fYO09vM7AgmHfEzKI3th+xupGpJqYqMy5a6Ykgu5UqxWq12okfFZDLO83Q6DdlA/KszLnPFg4iSeFyqth+ZRVoprHU5QzHGZIzT4+n7Nj92sCF9zNmMHQ0siqamnk4wQ5QnKIoAQcU5L5satEbH76spOTkN7zOpS6qyxMQ0X3yMmMuTyOWGWPLxxznndqCRkBVmkS03qin2SiK1YohY72Sx4MHt2xkCm5Q1fkeEy3ufzSMcFmEeVxW0eESRKJEmS1GH54pMZU2fNl3LoigRQmZY6N69e1xEDP3Ovfs8OlnmutOd23e48ZQMETLQmpbprEHFztLbt25zdhqi3cODY5SUnF+E+6eczlltWqoIH+5Np1lAzFlL37a5XmWGASUlOjHmXMiCEivUObvTkB648gmm8zvZCBCgwtAem6Yj94eIQjE7OGCyHzLgR+sNtp7yic+8CMDV557nD//oj8PzLi641jRMIwxkncOoUczPuSD5UJQhw/rSl17jq7/+m+F9VHCyYjexe8LxRBu6EGIf+LvA5wgMp/8IeB34n4Hnge8Af917f/r9XkdKkfnEaeRNwJO5U9770C6esh6pg0paXGSz2QzbbvNGZQaTN8u6roPdVtRXWD08ZWvAxyaeru9I8sZD33NyejreFE0TNEhiYUYJydB1KJO4smPaao1ls1nl57bbsMASTXGz2SAQQXeCkDKfngZ8bb1u6bs+NPqkz6xGDWbnXLihTsnP9fHqFkXBZNJkLLUqGySBTgUwm0/HTVcHt6a0eM/PzrB2LM4uraUqS7ZmdHdKEFj4HJJuSJtlmI90GAzDwK6132BtLkSbvkMXBV0fsW6v8MblAt7gHC4WSHWhsUJkZ55+tWY2m2WFyKEwWO9o47zuKkAaY2jbNqvc+Q8CNsbxYa3tpGG+87rv924EecyITw+O7XabpWkFlqKscl+E7busvNhu1zTNqJ/tHFy7eROzCXPcd4YyyV+k/oLctOdx3mYLwKIocHj6OMdKS7wdD8XQRh+bzVyQbEhKmnXdhLaP6DFqnOMsUvEOD444PDzOMhsHBwe0m5b1JvZiDJZ2s81BzuHhEZ/+1CsAnJ6ecX5+QWQ48olPvcxkPkOIVDRt0PH7+OhUldRXfZTk2GX3+WCHFObRjvsDIkCc49yIvJYhavXvwGI4n7nl9WxGawZ+4V//a0AIctablmn0HD7rOkTk5G+N5cHJGZNmFudNs95ucnC4v3/I0A/ZpewTz97k7eefA+D1N29FbasIlYonB1Ke9JF/B/jH3vuXgdeArwP/GfBV7/1LwFfjz5fjcvz/bVyu7cvxYzN+YIQuhFgAfwH4DwG89z3QCyH+DeDn48P+PsFk92/9gNfKXXAgHisAQS5EM/QDph/otiFqs8OAHQw2U936WFSIxYqyYDuManHz+YJVLEa2xvH6t9/kxevXwrtamylKxg5MJk2Oquu6QiFzh1lnAmwgfIzCN+vsZuR9aOsffNQ7tobNevWY7rmUMkMjd+/e58GDBwAsVxexoWZM65qmDtEPMEYIO1FCYqY0NUKQO9AKKTHbnlmMum888xSHh4fxeZaiLjNNU6JoN2NmM51O8TvRS1WUFFXq1BQY22cWhbWBZST9yLwJ4nijENiuCli73WYallaB1aKzDrajj4yMq/M5J6en3ItMCUGgXiYRI60Uq/UqNyXNFjOmsVEKr3IR/IcZH+ba3s2LhRDfM0LfpddZO4SGq7hm3GBi09XYFZyZQU6gpMzsJqUEhdajkqHdodS6wFZKUIeMnccJkkpqpsnz1dqxzbyqqsAESxFrUVBWJVXV7LwWmHi/LfYOee3zXwTg/Oyc9WaVi8BKSlb1RaYBe2+x3kUzC1jM5jlbnO0d8IzziSdA3cxoJtOc+UgpKaPvpzU9UoGLRIi23YKzWRrACxkaAHcotiZBSJHWnJrvyrKMAn4xO8Y+1q0LKmetk/k+k1KzSWwiobh39wHtyTkAV67fyJIVRg688+5t5tEd7Hq5z2QyeYz40fVd9jfGwU//1E8B8PU3vhN8DbJY35NH6E8CubwIPAD+eyHEa8DvAX8TuOa9vxM/3B0hxNUnfldiq7ggt/c7Ri7o0A9sNpv5nA5mAAAgAElEQVRc/V+en9Ou12jCZlOVJWsh8kRLKXOK3ncB5z2P6Vg5mXBxuswSl+12nY0WmrIJ2iHxYnZth5GjZCfO46TCREqkLopsvJtMaC8uAgZojcUMY7dkUzcBs4w/f/Nbb3DvXmBnPDp5xMnZGTefvQnAfH8B6yU2foemqnF4ysgIMv2QN//pZMrrX3+dt9+5FT6i6Xn2xnVu3LgBwP2H9/h0pEKtVisO9vbZlhH6sB7jzHhgdRsWk+mIPQJtTOFLHUw00qagRHCMSa4xChlMfOMm3g99TuGts1RNle35uq5Ha8VgEwuGvEidgOXZGTLJt2JZLc+ZL8KN7pxBq4LNYx2rUWfDtAzOUFPla/IBx7+Qte132rYf/0xhs0hwhjU9XdvmAzey1DNbR0o52vaVFbvMXu89vempmzAXy9UFRdzsi9xxvUu/kyP/3fnAMEuMOqVIeOd2u0FKlSG9oiypqsmos6QLpFQkhYbJhBwQVWVF2y0wkW3T9z3OmUz7LerQBVzGOlpZNVnlsSwbhNRZj0UXJUUxykAE+DD1PJQhSIifse2DMUh2LZRBxyZBmt6OGLp1LtTC4vcZTIcude63cE5iMWjC5zLeUewEQGo6oYhr8da7t9l2hiZu2ttNm23vhFIUVcOt26G1f1JKrly5kiHazXbDdDplfREDs0WBi/fHv/aLf5n/7R/+H7nL1H/IG7oGvgT8J9773xZC/B0+QAoqhPhl4JcBbt58NuPXKTpPjNBtP7COp+a63XK2PGezCnSn1rRs2g2zyHj0vcH2A9NppN+tLhBxsWoZGjZmTXiwqmreuXWHN2/fAeD6tII4cYN1qN0swXuqosjiVlVZYoZ+bLwRHpMuvAlFjVFcKAgaJY/EoigoqjrfrH3f5wj93dt3OV9d8O23A5/1pZc/zVNP3cDESO38fAlCsFiEhTKfzrB9eN9/9s9+m7feeidHv6WS3Ll/L2OCTgR+OQTK4WK+yPKmm7anbzej1kYP5+ac+WIvXpOxrb4dhiDBkLW5ZRDSStx4a5jWDUk9uCgKbLwGVRlw7iz1isRYR12HubnYXrCILc9FUbDebngQI/TpdMJLn3oZE52R7HZLWZFrBCcnJzlaHPoWY4bM1f4hlFx+6LW9u67Tddr52/s+x0WHpxSRm6GLmWi4qaUUCOejEBo0kwl3794FAh6N9JhulDNeLs+yR6UXIuqQgPWWShc5mLDOYr1FRzxaeALNL9HtsHkdKy0RfqyNJLw94d5K6UD0TtEvIx5dNhVe7ujSS8UUgY20xQmzQHbQoyhdQn2tD7LSMuLvWofIudypZ2VdIRebjOL7qqIM6yDLijic86PEBXkqKGSRD6A4caFQGl+77zp0IXNfjLOWOmaE9WyCaiaUCZsXGoPg5FGI0Jfna46vBiTg7XfexnvYxPv/7v1HbNuBm8+EwKuuYLO84Cjy7C/Wm6xtf+1gwl//t/4K/9P/8r/GeZ3xpONJtv5bwC3v/W/Hn/8B4Sa4J4S4ARD/f//9nuy9/xXv/U9473/i6Pj4iT/Y5bgcH8H4odf27rp+b6H/clyOj2v8wAjde39XCPGOEOLT3vvXgV8A/iT+9zeA/zL+/x/+oNcSgCrGU9M6gYmR52AsQ5TW3Ww6PIplrJ6vV2vmTTMKFQ0DhVbsxchou15lrK3vBmaLGZuzAIW4wfHsM0+zPAkkhZuH+3QRynGmp6oKUmyntcLYEcPUXqMlWW0Rp3IUqpQG4bPIlLEmN10ATOczynKM0L33nJ2Gk3zbGmZ7+xl20FKzWq5y04g1AUNP7kgKxdl5+PzPPnOT5597jocxol2vVpRaMVsED84rV6+zH0/9xWJBVZaZFVJULW2pM5Tl7EBdVfk7SSEfo3BJIXainv+PvTf7sSzLzvt+e599hjvEjSkzMjNyrqFr7G42u0m2RFkWNUC2JUASIMmCbFmgZOjNBvwXyA9+MWDAjwYEGIYNG6AF2TIt0YRoyWrTEkSJ3ezq7urq6ppyjIyMOeJOZ9qDH/Y++9ykaXY2Vayi27lfqiIj4sYZ9rDWt771fT7yKoKyXN02MX0EqOoa1dE7hQTXi055ww7BItRE6pUuUpEpbt6+zc27L4XnmrAo64h5DoZjZOYYh7RWqTTGXQdP9xgWqme3/Jhqi5/m3H62sai/lNU6kdaeBVUFOHC5WNA2TRQXs87QViVZrsJzajxtE595udbS4QpVVVEURcwmsyyjbPx6UULQGosJ2WSep2DNiqFFgpRedgEgI4uRsDEGtUqhtc6buXRG400NQsS1uFo60c54M5YOrlEDjJSMA9adDgowK41TohezUkkCiYzPzTrtmxBXmv6iOCUEFoj/ejhaQ6mU5cKved1qEino7D+NdVFUz9EZ1IRagGlxzsT7F87gtKMNKnUySyibUI+rFozyPMKq2+vr3Pv4E57s+caqeVlFtcizszPWJ2ucnvp1enx2ztr6OgeHXpbj1vVd0ix5Rt6ko3u2rWA0LPjyl74IwHe+/wOedzwvD/0/Av4HIUQGfAL8Ij66/7tCiL8JPAT+0o/8FEHMCRxegyXyPRGRJyuVompabPfDQiKEi12YwmqEhHmAZPI8p+rMWK1hNp2S0KmqOfI04fGF30zPltux5b5wDrSOcrLgX3QHC2mtEcioeWGtjRPdWUOaJtE5PU0TVJIxGHl4YzDwuGMSNmVtHG+89TYA13ZvcXR6QtX0LezgoSPwtCzdap488pBMIhIuB82HWzevs7GxEWl8WntpglGoEUwmE4qwCaQqZTgaxsLmYDCkGhbIs47e5pgvFpGSZp2Jtb1uc+827bIsSbM00gudcyyrMi6ELEufoTQ64egkSm0ousXipfScfYBLCGaLBZuXrsTr39jcYH/fB8VP9vcR5+fsXg80zaJgNPIQ0dXrd1icH3N+7KGs32Nx9F97bl9cXNDZoXnLth52WaWfad3QNFXE0Kva4+d5wJSbcoHIcyiD1niWRqhJSolZNQ6WBpxlsQg/W+TRCm5Z12TS9S5eOkGswGf+lUq6popVGzw/Z5MexrINTVPHOYJIgqx0J/XcF+9VqrAWkkDFkypF5UNE6M3I8gGYleKsdYjwuXmeQZrG+adEgpA9rbmxLU1wL3JYjG77lvhQs3Ch2CoT7w/QdUhba6NRtrUWa+2KDIKL/949Z21XTMmdYxLqOdOLCxa1ZnPbr8X9o33u3btHGtbAJE2jqffFxRnL5Tyuj7KpKYqCJ4997Wt9fcJGIAQAbGxucxH2qMa1SJXz1a98GYDvBm7784zn2tCdc+8AX/sdvvUnnvsvAcdHRxHnNC44god/yDLFKOLrvpGke+jL2YjUVuh5IOnrpbeCCotobbLGLGwQw7UJ8+k8YurtYk6eFmxs+Qj248d7fO0rvip/du9DbKtJVNDa1po8TakCb7uQkqbq7dJUnsWqtMOB6xdumiqSVPUnvfCTPguHwabaZmPD451XrrVcPjtlGZg4bVWzLBeUAfueTi9YzOaxiJinWa+Rbbx+c7fBW2vJBsOYGeR5HpkDWmuSJI2Vd2M1xTAnDWTf6dkpeZZHxolcKUJJ4TnGZdDESWQS9DFW/OycwYRDSQjxjM1fU1fxmhzObx7hZbfaRg3tqjZ893vvs3vbX8PutSsMR2PuvvIKAEenp8wXZYyK0iyPjWCj8Zj9x/dYGxXhmn58FP3TmNtVVf2/Spyump50TUTd5lmWFRezGbeu7wIwOz8lFZKy0xofF2yEJpZ7Tw5wMmUtyMvmaUKzmMYIF6cxYb4oIcOzCJiz0+SJitfYWosQvRGFJWDugEjAGqhdV+BugxRFKJxLiUqyKHsrszTKL+dJxsZoEiUfzg9PGRRDtlL/rhf1grqto8xvolJMMFvJTGhk6wTDVIbG0XQsMtcGL1OolwufOdddUOOxdmv6Bi3r+kzBNKY3gHHdO+lOAy93sRoMrPZiIOBygIofPnrE1pVrrIe6xZMnj7lx+xanIftPszwyU27fvs3x8XEMtKzRLJYlw9D6//jxPsXLRWSkCSzDUPc7Pj1mY2sbE+b5m6+/xvOOF63/L8aL8WK8GD8h4zM3uOjOPiWEh1lCe39qBTZcThG4ziKk7GtFTjU75uzcn8jGaHAuUqucg2LoT8LFYkY2KFjOPZ42LFJOpzOuXfGn7Acf3uPRnmcODEVCbUpk0zkDCRDE7jwvX2qiw0rbWmTXXi2cTy+7FFEpiqKIFX6lFFlRoJI8XLONvPl8YMlyRTn30e9sNmOQZ8zTrvszYW08ZFF20bFgOOqoXrl3egqwUT4YkuYFeSjM5XnuJXKB4WCIQPTmwKZBNxXjcVc1t4zXDOfTDtuvI8XMautFmFYoU7rVpFkHIWmc7mUSEpn0yn/OBIOFLupxGGfidWTZIEpAfOvb32F7Zzd2Mao0p2xahuGzRuMJrXachXQUKdnaDrIOmWI+nzMO1L0fS8Xo92k454KSqP96FWpyrUa3LctQS6ialjQveoEzY9FYVO6fjdaaPDCUNrcus398SlIF/vQgQWU5bcDjZ9U8CqnVi7pDu+I11KZ/t4lQz1gxWmujvKxCgGujS0/VVAghcc5fc54XOCXIuw5oBEkSurBnS44e7HFxGOo7FzOMtqg8dDFvrrM2XmO+8B3Ts9k8Ul2dTFjbWGf9su+6rKqard0rFOv+nlolKBdtfMbTi5l35wJa3ZDnfR3AOUem8igN4pBR5dUaTVnWDIc9r37VOc2FztEoIKZSZkGOYDAaMRyN+da3v+N/NlHMprOYpdd1xbsB7y4GA28ilvjndv3aNS7mywj8p4lg7+lBfI6pSijC9Y8GBYcH+1za8ZnbW6+/wvOOz1Y+l5WsuFM5jLQ4YvqYJIJhkaPCQ541NVLEehDGWNJEsr7u05ez80XUPXl6eOCbLsLmWJcNShCxLZko7gcO91dfus7sdBr5bkWaYVe0kzu5z27zlIgVO7rEOyfZrgnkt8nLRmVGFz8rqnI6HV3cAYajgiQBFYpHw+GQ5XLBYBQOA21RK5rIUqq4OB1eO32VZtaNJEm8YmRsBvGFUBMogUUxoGk1Kg2qe9pGq7sWi3TyGZnbVnsXpu7+szyLrlIoFXnSIvEHY1dvaNqWRMnI9VVpEvUw/rd//N9wvmxi+/4bb77JX/jzf54s4OTf/t67fOHVV9nf93zeS5e2Yqt8q1sMkrrTSf09tP5/WuP/SVXsMPReq6WpS8qypAoH9ezigmtXr1CXnaJgCtrFtL0YDDg483WVk4sLFsslk5Hf8GSWkhcZ510jW6KoA9RhrSENRXt/bdIrZYYra9qWxPVzZlXpFCeoqSnDZ80XC5xIGIaNxyHI8gFt2PDriyV7gX67uJhSzZa4sEY8P9zQhKJv9iT3FnXdPIG+BpPnzOYzHoe1qY1h+OgRkx0PlV7ZvRLhidQ4Lo5POD33B4exmtFoFC33ikHhiQCdkqsxsU8FvK1cGn5WSBeavcKGbi1FUcSC8uZki7UAsQyTlO++90Peeddv2htb24wna3GNXL16ha9//Q8B8NHHn7B9aYcffvgxAB8uPuTNN9/k/fc8Hn7n1g2KKmceaiDj4YBB0dVLBMM8o1z6d7++vsnzjs9+Q4/6BF0E3E06FaN3YX2TTl37zWNZlkEOtOuw801BnTStES3Lyr+A/cNTrt+6QdsEA2nbMsiGlCHiW18f8e4H/iHb/CVIhysV+4Sm1X6jBmqtyaRCy45d00Q+q3Qpxji/CAnsHeOiAJV0CnCYNnRpStlHTc4hETGSVuSoNI0enLppGRYF0xCBmKaNDT3FYMhgOMSGaHcwKoKwUmBSWE3WacLgrdwkXQbiQuOK/yxjJUJI8rCoqrpcCXIdFt+IBCCMP6C6A8tH4G28X88v7rUz3IrBgLXGaz2HBTYYDjmd+k2tcZIPP/kk6tg8fnrI/YePeenOHQBe+8IrJEpx7949AN5443WWAdfPi5yDoxPWus7RPwiC6IT+ijDPPavFv8dyuaAsF1EjXwh4eO9j3nrtVQCq6SkqkVjVzT/HtPSbYVqMUMuaJqyBs9mCSZHHhrlybihrn5UqpxhmSTy4EyXRjSZZtQuUPdvEOU8cAC/aVVYlF4Fhtqwaj0cHDH0wVDx9esTRE98kNz+bxfuxWpOlaWSUXMxmNNr0gdpi4efXiu5SGuaXLRdY531rAaxzHJwcoB75v/vBewVbl/3GunN1h+l8zmlgsjlnsA50HhqJ8EFPpxckpextJYO0cZc1ZUr5JqtVc/fEIQK2f/nqVeah2W64MWKyvcONO/5wSPOcRDjOz33G8cEHH5GHetWTpwc8PTihDe9rNB7ywQcfxsz09OyC3d1r7O/7/pjXX301yhn7IZiGzx0MP10e+ovxYrwYL8aL8f+B8Rlb0D1L53JC9ni1I6oCNnXDsqziyTdfzFkfpDFnlEJ55/dQLa+airOpj9Y/uPeI8dYlNoO7djbMqabT2O6/s7nJnRvXARBSIpXClEHbRWuSRMQU2SUJKpPUTcfnzWlCW3OeZT4K64inFpw09ImtpaqW0Q2pMxkAj9JYIckCpzsXBc5aTOgC1GlLmle4OhhPtJokango0jRnMBn39+BEtP0SJLTheslg3lSRSSSdQesaEyQ9tdHevi9oZAwGA5qQFaR5Div0u7pusc7Gz/Jt1bbv5EuSqDsijfAWep2LeZrRti3DNR9J54MRnzx4CMDFdE5Vt7gQxVaNV1D81re+BcAv/vX/gPXNjWhucHExZRiMTdI85+zinCcHwabs99Ir+vswVtv767qOEexsPmM+LzkO3OSqLNlen0QNEiE8W6q7j0UrKIMbjhGwtX2J+dQzKoaDAidU1GIwKwWdtmyBnnVknXlGEjZNU1qre0lmesqnMS1lXUVa7Nn5BVXTMp359/Nk75Dp6TnLqYcDdK2j6UmWZSwpY9/DxXRKq5soLZEkaWh591Hqoq5iduicI01TmgBDnl6cgRWx/d9Kwcn5KQAPnuyxbKvYST5ZG2EsyO0AO7b6mXtKZM80UkoFCeDwskLXbAf9JiohS1NPHwX+4T/+BtMIP9VcunKFq9dvhGfe8tHH9yN0WhQFMsh1rE3WOQ/qpgCpnFCVFdPQK5BmKVXlePrYQ4nXr1xlK6zpPC1wTlCG/aCqViP333189pBLR6XyZN2IqZvWREf5uvGL4PTMv8Cn+0946foOsluwym8S3b51Om2599gvkvHGVZ4enFEt/K29evsq9fycoggQTFsxC0Wb33iyz9e/9tORJqaNd4jpoANrBWXbkoYNr2obig4WsQaJoNF9oaZuamTA6gWSJM96myyV4wLNSgrFIMvJgwDVYj5HoMjCxNAonIFh2CCbpiILEztVilwmqABVJalEyCRyf7FEhxVjW6ztnV10U5LgIgWwqiqato2ehbrV2M4Wz1nKuox6MgjrfV3DZ6UqRapVnfY+2RNCYJyNDUtZoihS73IOILOC3/jmbwFQjMZo57ABd82HXma4gwM+uncfkUju3r4FwOO9Pba2t+PfuryzQw+1fP6QizHmWZilLCM9taxbzi6msQ5z78FD1Mt3ojxqWuTYto66Pa21HF/4TcsiuLy1wbVdv5m0bUNdlqhOkEVKkjBH5hdntHqNQZirwjqMsL0ujFKerhreZSIEbdh4mrqmaQyLoNV/eHLC3t4B06nHercnW6AtSae5IlTvaoWXfZie+wL27WvXMaZlHqQNmrolHY0iTRYpo9CVQGDSjDas8ZdvvMra+iSKsg3HQ2Zt10a/z+xsytmJh32G+Q1M22J1Byk5yqrX7nfQa9MEuYHO3i2RAitsXOMWg7aGybrH7v/7v/f3+NP/zp8D4Fvf/R5Kvsvdl+4A8PN/9I9hraUs/TXKRNEEXvlwOGQ0GrG76wubjx7tUdd1bNwTAr773Xf403/yFwA4Pj6O73Lr8hWqqoo1gwfBEep5xgvI5cV4MV6MF+MnZHzGEbqj66LX2tO7OvlPrfs0tW1bqrKMTS3G+q444Xo4w7qEZeO/Xtvc5ek7HwKwvn2Zs8N9rPEn8sFJyngyZhaihmq55NY135Tz/v0HDNcmLM+Dd4FwWGcx8e8IEmOxIUpIVRIjBiklkr4Vu9EtRuvoA6hURmY0aYhKE6FIgyhRhuL88JTDoL54cXpG0zQUIWLf2Fhnc2uLomsWSgccH/uW4dlsRl3XjILBwHg8ZufmTUZrPl1LizS251s054sFtoOymoamKqMKXV3XLJfLZ0xHsrSHqmhlf+QnknK+iJ/tsCCSWMwEYrReNRql0liEU0qRqCyK+Z9P5zw58N2dv/Gb3+LqtWvMQjpdVQ23bt9GB1jobDrjYjbn4rxr6y5jpiacY1AMGI86g4vPD3LpUuumqamqOkbly+UydjSfTxecT6ecBKOTumnY2NiIQFGe5yyrZYSxal3HbuliMKBuWqaBQjeZrJPmOWYZCqGjEcsAB3qTZ7Pi9+qQifTt9fTwWAc76LaN0XprDLXW0XB6sjZicPcm62MfLeYyw7aWtMvqqppBmLfDvCChdwAaFQPMCsNEOEejNU2XqaqE8JpJM+/rKUJGOJ5MOL0450qQvXYJ5Na/56vXr+CE5fDAwxVVvfR0yiiX6w0vVinEyECowJIlMmZBxhhE4puawDdVpcN1/u7/9MvhHcE//xf/MrxbzXw27axxae03+OpXf5aHDx+Gf3GcBVRBpSlZlvHhh35f8oVyFyWyrdVsbm7xzd/8TQD+0Nd+KkpyGGv8fhKo15sbGzzv+Mx56B0X21iHMj1dyDgbMT4pE/KiiCp2WZqiZIIJlfhqqbEaZmVIyx89YbjmqT0uSXj7Sz/FD997B4D7D/Z5+7WXSBL/sJQyjMd+Y7l1+y6/9b3v8so1P2moSmTS67WYpiHPMpJwjbo1veWcdSRKsaz9ArPWUFVVNKYVUjHIB2xuBFaIazmb+4X8+JMHnB4eU4fqeVs3SJmsyKpaBqNBhGT8Z69Q0tIkwiTD4ZAfvP8+g8D02N65xM61q/H/h8MBOmyk5WLJ+fmc01N/OAgB2vTwQJIkDIaBf+xahEyoI8SiwvvoxDYMaZ49s4l29mgd3XOVw+5wrIU09hv/6luoQINTecHJ6RlXL3kYZefqNR4+fhQ3//XNSziRcHrhn93d2ze5CIfzxsYGg8EwbiifJ4TeKSjWdU1ZlhE3n8/nnJ75OXJwcsLBwRFZoMwlSe7pgJ3mSpZRJQlJOCTzTEPolCxLsIMBIuCMaVWz0Jqut3eQpL0+CQIGA5owVVOZ4CQx+JDSN993jDNjTZSFbq1XKtwICpzZpYzxeI08HPSm0kgnaQIf3jUtywDHtFUDSRJloBe1jh2aAIOiQFjHMLwvkSRR1bBtPLusCIfz+fSUzUtbqNzf03hjAqEm0JiGNM9YW/Ofc3R85PVburUXmCyrNRUbpXUNGtcblktvuN4dQg7vUPT99z8A4PU3Xufb33sPgO3ty6xvbjEc+33JIjg+Po6dpI8fP2YnHECDouD8/Dwy6JIkQaWKxSIoTw6HPD06oJ75ufyFV+6yte6DsrOTI0ajMdNpYPH8GFDiZ14U7TjdXpPbxgfthIjc6iyD0SiqY6LrmvnJYdSPcDickgzXggaGOYoyvNP5jPeOj3n1JU8Fe/LoY1ojqW0vDzoLD+roZM7+3hPevHUb8Prgq7tCohRN06JEH2l2GHOaekfybiE3TeMPrDAxhsWANB1y8NRHoodPDrk49pnA+dmJP61DxC4R1HXbGx1Yh5hNIy7unMMFfC1LM1Qq4+I9OfNUt65p5+HDByTBpCIfDtje3mIjnPB5kTOdz3kSNJqtbVk2NdsBqxuNhoxDBrJxeZskkVFWVWtDW1eMx/6ZW0Swxuveret1OJSXKO02dJEkqDRjsukP3Uf7T/itb78TnmPK+tpabKJaLBYopbgTWv+1NhyfnpGtGKN0tLimbhgNCtqO7vU5Quh9O3/JbDFnNu+E5SqOTkIt6OkBbWspO+OWRpNK1RcGmxqZKObBo3M8KhiEppzaSKx1UaAqy3LmVR17F5TK+sahNCVJc2/7ByBAOB3r99p6nftevySJeLNx1vtzhoBhfbLOZG0tCqCJ3EvVJuFQahaOjcLPH2lgdjaNm72UQfI2BERlW3vOd6fxs5KVG2OojGAehLDyzTFOatpwjVVTQljDg+HQBxOEiP3KVabTmTe6oC9Kdxu8FJLQt+ajd1ykUnZSvFHTPR/wzW9/j/O5v46tGwU7V7zkrZIpo/GANBxuXRt/N+7evcu9B/fD+8i5fOlSpNha67BWx2z40qVLzGYXMQA0xsRnvFgskHkR6cdd/eJ5xgsM/cV4MV6MF+MnZHy2EXpnU4TvXjPWxcjSWUsa5VgdaTogD9GHrhXVuSUoAmCMZa0YUy39yV+MhrgQ1Uxnc9rplEXAn77yU2/z7e+/y0+//QUA6tkx+swr+eW5IslS3v3wIwDu7u4ghUXQNcsYsjyLBrqt1rFaXtcNrdYRQlqWFYtyyWLho4RBPubwcMo0uJqfHB5F26tG++iho3splWKMjmmfNgakiJigkkmMNlSSoJRChO9leQZ6VVa1jA1YWVHw8YMHZIHtMBx7RsnpmYdcDC1prqhDZHCFSxHqKBY1w2GCiZ2ukmxQRBH+JAuG2a6HzDr2jCcwJTGbMXXLeLJF3UFXSM6C/O94bYvTo/1IubtsdynyEdd3PbX05PSMG9dfiR2Ewlru3PSMFyElqYCsCJnb54ih/9Iv/Y8A/Jk/+2cwxsZUu6pKpsHVyuPqSRS6GozW+Kf/1z/nb/y1f9d/v64YDkeYmf/d2XzJ6yFTee/D+z5jDBHtdLZgUAxIAjasioy0CkqfayP+/v/6y7z1hpdfffnOXZR1yE5dka7uE+BPY2L0Dn4+dnj7IM8R2Igxi0RQtZra+iyjRUfWTlNVOOlQEx+FXkxnoHt2jQnjiyoAACAASURBVLBenjqu+ZhX+7xYJSpmdc7WJC5DduYy9ZKhCpIIpoG2j0adTBgOe3ntDj/vvm4aF9Q/8e31CVEKIEkSWm1jg9Z4vM5v/C+/yijIUe89eUqXtRvdMhnvsH35UnxWa2tr7AX53K4zGyAJ4oIdNCpwJKmIGdbZ2Rk7O9tc2I7eWtI0gZXUvZ+QLf84TlyfOW2xgwpUkdE0OqYciTQQ8aYU62SEXFrX4HSNCUUfrKOpG/IsSMauj6i71KwqGW1uczH1mKsm5bW3v0I2DJ+1vGAYlP4GrSZJU979wBcubt+6iTVVTBGzVGGdi3oLbdv2uhzOUVVVLH4tlkv2DvY5Du4ls4sFeVGgbDgAliWEDbzDFYuQtlpr0U0ToQQhJa1uo8xvS0sRNGESBEVRRKW5PM+wK3rOqUqj52Zbaa5c343Y9mK+5Pj8lGnQ0jBOc/v29Xg9ZVVFWmZd10H/POD4LqhLdpraIgmbeMBlVySItfGYbNZpw4+8D+gy0NfOp7OIb1Z1SZIlsTt3PNmgqkpuBHre9GyBdCkn4WC8eesGR0Hd7pWXbntP0cjc+/wSzu5gL6uapmmZL3xd4mw64/jIQy7+wHY0naetkty+cTnqxjdNQ5GmMZV/cviI8ZbHZzOlQPSaI3XdUi4W3Nr1tQdrKuowJ1ptmC5L/v6v/AoAf+sX/wZba0Os7uiCIqT4/kvr+qJuqw1CiNi1bIyhbRxKdf0jgjRJqDrZWSWwHW5apCzaGcsAV7TOUDcl5TJAiV5UH+I91HHeDocFRVIwCmszLRSN04gu6MlVtDu01mK1jkVdKQVC9N2gWrfP3J9SRCqyVwTo54l1kGQpHTqVj8d8fO8ew6CMuihrXvuCDwbHgyGpShkM/bO589JLnBwexXmXZVk8GFXiey+iV6kzXpE1HOZVWbKYz7h50wcud27fivIky7Ly+uhd1/nK2vpR4zPf0LvhnNcD6RaClL0YV9ea3uFcNkmom5pOHMCbKg84PfEb05XLl6Ke9vXdXXTTRjwqSUCXc5CBqZLl8QXkec50Novt7fuHh9ze2SRxvZVVmqd9MUklcXOsm5rW6KjhvqxKrOsnyqWdS4yLYbT9ksZ1hXZylZHKXh/DGj9Bu+q/10FJKAMX2Ggdo5E0TUnTNPLSJ2trXucmvPTz8wtee/31cD9PvdVbp6liNYPJmNr4zebew3sI4XyUj2cadOoEtW5xtYgLQUi/KGKzRiJodO+duVoElYlEqiQ+m3xY4IRgPzBb9h4/7TXYrca2lknQq5gvF1y+fIn79x6GdzTk4YM9ti/5Qu+y1pEZZbVhupjHxo7uQPw8RiyKVjXzxSJqdByfnLKIFnPeNKSrjQgBT/ae9LUGEeoSncxDkbG16SPFRHqPzLhBWMv6ZMJh0Li5cWUSvzddLFnUDd2s+fu/+qv89b/8F7Fh7ioncdbGuWyt7f1gnSORMr67um1JZEaWDuLPGmsZB1u0JTVGdyJZLRqHy8L9GIeSGWvDwISSKW3dRvmMsRjH+ZOmikQlyNy/yxZLmiTxYFFZ1vPKnddUt6avEThnV4qi3iS6y9cS1/dPCFJaIfoIXRoylbF1xc+vT+49YHNzk/NAWMiLIdPQC5AnCdubY0bBgKStFuRFHjdx51zMbKQUVPWS3ev+cw8PDz0zLNxvnqbk0nH7pj+w23bBYtFbNs6mF7FmmHa9IM8xXmDoL8aL8WK8GD8h4zPnoXe8CGusF6jqqs1tHVX0BCK0Dwf8Fo+xd5ifkILhcEj71GPBb779MmWgc9VNAzKN7e3L5QW2WpA0/pQ9a+akwWS4mS3YvXmLvdCJ9Z333uPq9h+mi1MzvARsVCvU+hkhfAcxshkOhxT5iFvXPFQwHo2w2pCFFMvULSYo1M1Pz5EO0hBRjkcjEkQ0bx4OR1RNzWDXR/Cz2SxijVJI2rbtU9XBkNbYyGRJRcL+Y69+d/3OTVSWMZqENHY8otYVSeiKm6wNmJeL2IouZd++37EEqhDZDHKfQnYRe2s0ztDz0J3r+ftOkKg0KmBaITHA4aGHHj65/yjCCstyyeXLVxmveZrc2tqY0dqY9UBj/Pjjh2xtbDGZeMxsf+8hW3/q3/Dv8uyM6WzGtd1rYd58fqNjayyWC+bzBWeBN39ycoqJMpsEtlKA1vAUvNW2dG9g0sdZR4eH4WcN1rLCxsgZDQcYP63JZUpJ12EKp/M5LkS0Z7M5h2enXA7qnTaIh3Ut+tqYSNX1yoMWHbKgIk9ABMlqfBemSlNkyDxVkuJMp5jq3Y7KTvHTeQ56d83aWmTf7+2FyLo6kcpIEhnraIM8o8iTqJpq2hqXdcJwaRSF8/cDToooV+C6CDzsLdpaVJDp1s7gbBplr9MkYW2yFt/B/tEJJ2enjCYeclFpyvqGpylubqyRZYqbN/waf/hknzTrJbOllDjbdaAqjDUcHfm1de3aLo/298jDs2ltw8t3X2I9SFnnKqWWwYrQCjKVxgpDJ53wPOMzpy3WnY1csI2KMIXrZWsdIlin9EUbrU3UYymKgiQR3Lzh22rX14aMOrzZWKqW+DIHA0Xq1jl76lP4JM0xJqi9jdb46stv8d33/jv/PdPw8OkBL+36NKhpNZmEMtCw2raN6bBDUlVNdDCSUlEMMsahwUcJgXMW6QKGnpTU4ZrWtzZwtWEZXJbmsxnCEali8/mCLE1pg6yqd4zp4AxFgqAN3PF5q6mMoQ71hfHaiEsb/vrX1sdkowEu4J9aNJA4RJjco/EIoWTcxOuqptUd3ORigwZALVjRPg5qi9Zz9cG3/ne6NUloEulodHnhZQL+5W96fZZGG6pAxZqsD6nrksuX/bu8urPD9bu32A9FUzFQXFQzksT/nZ/9yhcZh+ami7MTlFKUne7156iH3kEus+mM8/MLjo+DJviyog2bI0qgEhnhQGMsCsGDBw8A2L28jbM6Hky7u7v87//H/wnAjTsvs394TB2oeZcvXcIYwyuv3AWgvDiJzwEk2oq4nsplyeOnB1x9800A2uUcaxxNp1+Pl48Ar3Qqhes3cKswDsqmg0YlwrqIZ7emJQkQSy4VMhmQtQGmcyJARZ0Fnw5rKEg06x4mAa9TJJJOiTEPRUa/maVp3/OgtYeeYvtfOEiiQ1a3t9h+LutOedJZjGuZ5D7IGQ1HHqsOn/3w0SPvKRDm0ng85Googg7yBIllHGpUV3d2OD2fRzIAiCjx3bYtJBIVNvBHe0+4dv0GIrhKDZIJl7Y2olPUcr6IAd14bZ2qbaNsSNlBsc8xnmtDF0L8J8B/iD/Av4f3XbwG/BKwBfwW8Necc7/rX3bOUQZsEesfunYdluV6DB1vfiG6V6ZbWt3GDd3plkePHvHmV34GgCf7e+wEVsTaYIhYNhF/yhIBusYEjPbpA5gHHvDunde4dP0uZajSX9rc4p33fsiNa95AQVgHxvmqehjdIgFvcWXbjh+eMh6PKDqzBUJDUMDiXCai1oQQKTLLmISIaXkxx7Q6LhKUwKVeyhd8RpKEomHZYZ2doBOONM9IQ6EmGebRtmtpa0SiYmebcH7zjh6puHDdnTynQNShOSiV0X/Rvy6PrXaRqJQpCBmjvMQRcVdjDaPxqPfStJa2rnjnO9/zX2tHNgySvVXF5Z3NeE3z+QVFkbO24SP208USJRXbW/7r2zeuRc2LFhgNh5FJsNrE8rzj05rbXQfxfFFxenbO8ZHPHnVTR+lj6VKksyQiYNcCjE14/0O/oV+7fIkETRPrEoK33/D2Y0Yoqq2N2Jz15PEjXn/lJbpgeGqbeA0PHjykyIbIxD+n0rTcf/CAn/uiZ70sjfbWgV0wJWW0XUuzBGFdkGT2zA1tDEl3E0L4tdh1AScJWeha7iz2ulxpWAyCgF3XwSn8Y4569jpuyto4WqNjdpLnWbCG6wuh3XuWiY++u8aobiPvslbrvKdonLu2N2JxOIaDLGLzbdsgMxWFAd/9wfskKotNfVevXqGpfZF39/J1JutjDp76Dm/SgsFwxDLUunTbd6daIRC277sZjSeUVc35ka95vPnKbRJhkV2mEUgWAJONDZRLovjgxcWnyEMXQlwH/mPga865t/EIyF8B/nPgv3TOvQqcAX/zuf/qi/Fi/AEYL+b2i/GTNp4XclHAQAjRAkNgH/jjwF8N3/9vgf8U+K9+tw9xzlKGir81FilExImEc8iO/40EmZCG7kDfTZczX3hKYIJPCTtjA/v0lCKwPrI0xRUuKtglQuGk5Sh0bEkpCYgLu9dvo9Ym3Lh1B4Dp6TF1WfH9H/i236+89QZNXZEGFkXTNPHUb7V+hlWRZzkOEbmjaZYiExWr6XXd0Lju/gRt26A7uVzXoG0LK9GIaJeRhy6EwJUrHGvXu62pNIWmpgiR9ebARQaCszXt3MRoxAnPWumiq0RISAQqfPSwGOCMf05t03rj585soXYkSRJhFFO1JKrn80qVRH6zTBRlXTEcdi438PTgKbOlpxsmykQZ4itXrrI22YrGu5e2JxRFwcUTL/xfKMWVyZi3XvXc87VBShb6E45PFtStQdnOsvD3ND6VuT0N8NmjvT329/cpl715ds/+EUjhEIETLZ3PQR/teY79snyDS2tFZPHMLubcCbS2xwdHDPOE77/3PgBfePVVpGupy04nxcb0/sneU65d3eH+Qx8NFvmAJ08PaExwplIC2wp0B5e5LD681jkKlUZHnzRNUanqZQK0RkiJ6qBGIFOd046EQS/nAd4FrMvqkiSlWclEh4Mx2vbYvZPQhHmcBeycvNdciZBLcFjqmF1OePXTLkMUUtA2mjLAu0qpaPYxWhszHvfsGpEmVK3m0SNvS3l4cspwY4vbd1/2n+0sOzs78X52rlzhkwf+fS3mF95sJ3R/bm9vcHB8FH7PYZ2LVF0QWGu5tBEojzeuMVLSr0GgbUxfj1IJum57+ObHYG/9yA3dObcnhPgvgIdACfwa8C3g3LnOYJPHwPUf/VlEbRBnncepwib2zMSXjlQQPSpFohgM15ge+0WeD1OMs9y7752Hhvko6jPn2xnSGEzA9YxwJK6luTgLN2wZbfm0dXzpMjLJ+fLbPhX91X/wyxSJ4J33/IZ+66WXWUtV5L9b59BhItRa44yJWJt1lqqqog2W6MSROn9U2fsa4sAmEh3mbIWhQVMHedC6btBar1C60pUWaa9ZMQxek4PMH2J5R/dSMGuCXKnQFCbrW6AT7/sZ2/mt84WorlDTtpHnnCTJSgrdy492C18IgXCqt8ZzxMmJs6QqJQ+HrLOOj+8/oAoQkkVE55bxeI2rV69FKKuqKi4uzsjCbJ5srvP2q3cZB0gJ20R5YBLJxngcU1W7gvE/z/g05/YszL+Tk5PgQ9tp+oj4jJIkeEeJrigqscJRdvaIWcH+0RmTUMTe2tzk9NgXkjdGA6q65Otf/RIAH374EX/4Z36G8yNfG1oulkyDy5BUKdpajO1t15Z1wyzoywxTSZLISGPUrYkiclIINH2B2xnj521nFSkTjLWx+WVQFNGJyzmHdMSmNyklTd349n8C133FJtA5S9IRIRKF9/P1c0YIAtwSnpXqj2sTZCW6tdfolrbpi6+d6Fw3d9M0ZWfH4+AqTXFOBz68D9LOZ0v+RajvqMGYja0d8iCi1bZV3FBPzs+4Yxx0UtVConUVpRrm80U8oGzQkulmpEOSdKcWXnZDJjlVEORSScIs9LSoVJIPCr733g8BGK9v8bzjeSCXTeDPAXeBXWAE/Nu/w4/+jqtJCPG3hBDfFEJ8s9M1eDFejD8I419nbq/O69/fq3wxXoznH88DufxJ4J5z7ghACPE/A38Y2BBCqBDJ3ACe/E6/7Jz7O8DfAbi2u+tMV+gTPt2UK4lyF5GaEPl2EbuxhrXJhNMQRRincc4XhgB+6is/x7s/8KfZW4MvMRhvoQO8YVxJOTtnNvWp0OnZCddvemZAVuQIUXDzlk/n27ZFWFgPgv3/8Fd+lT/3Z/90pBcmjliYVcEMoyvrLOslo+DW7u/BImV/D0opBuH/l1UFFkwoqBrpcErEhow0zclELwcqpEDqwBzAN050zBSTQGMMdUinc52t+H4mXia0c4myNsqV+h/oIvVQmBGiT2OlQzjZd686SaNb0tUIXcpodKBt71yTyiFSSUTIvubLkm99+7ssy+BsMx5z9yWf0u7s7DAajji78DQ/a+Fg7wk37vh3ouuScSZJRdehS4TtjDFIAc51BeIfe/ye5/bqvBZCuCqk91VVgYCsax4iBoMIKRDYSPOzzuKEIM18NPhPvvHr/Kl/84/4BhR89LgZisMXizmTYR7hij/6h36G5Xwa3Y7SYsjF3Gew87Lm6rVrqEeejmuFN5e4d99H82++egekiA1lzbLmIqhZro1HGJNEqqVSiTdlD5F0lqZBOTDc34rZudYa42xsrinLkjRRkX1k0Vh6mM60TY8dGv3MmtdWevmLlW7WLhmUwQ2ry/aN8UbUXaa2WHjf1g4q2d7ejubnWleoNCUkJ+hGc3p0iAn+xUoKBsNh7ByttaVuO7YMfPzJJ1y9fhOAow8feHrnSmaoO7NpfDd1hz6pVFK3uncLax1yJKlDFtUaFyU6Wg3ny5aPH/j398Zbn65J9EPg60KIIT4t/RPAN4F/CvxFPBvgrwO//KM+yLl+AxcrHHT/vb7r0Fe3V9XgJHkxYhi4ymenTxmNCpKQvjy8f59rO/6mq8WM0foOaadyi+X+40+YBeuusmm4fdl3bw3HE+rGRh6zFYJWGy4WfnO8fOkSv/aNf8a/9Qs/7393viC1HTfeefu6jt6Fo9a676y0BrRDJb2Td0cNK7IMnIv67qmUtMagqt6F3Tob0zdPAQxaLkqFTaLXdslyRRoq/FIJ0tDJJlWCtjamoipNEcJFLWhBwB5df3D0NnmWVctArf2CW31nxhjIwsKXgkHQw1BShBTSZ2QHp+e89+E9XDhAru7ejGp9Wlv2nh5ECdKqqhmMBmThz7z9xiukzuLC4p1cvkoZUtwEwWw2YxLatO2Pv6V/anN7Ga5JSulhB9HP5U5DxeKZHh0EoRIFst/wjs5L/sE/+gZ/9S//BQDK6VlM9wdpipJFdMiaX5zgjIlSvJQGF7Dsq9dvU+QFm4ERc3ZxTisUv/pPvuG/f+Uvsz0ekITgapClkWU0W8wwxpAHSExIyXhYRPhsGMzATdRJaRh00JpzmFbTdkwPa6ltEwMT5yxGuLj/rc4ngfR9EBFGMX4H77q6B0Wk0LZao62hCgd72TYs5kuWgUGnlOS111/tA0TbknRyi1LQ1g11qF/tHxzzycM9Pgi4+OTyFdIiow0wq8IyHgZJ3/OSi/mSnY5811QY4+ImLmTS96mIBKUSks702njdl3lQesVKuuAWoGoaNnf8vqS14+nRCddu3AbgOEhdPM94Hgz9Xwoh/h6evqWBb+Mjk18BfkkI8Z+Ff/uvf9RnCcEzvNNVMaUVnadIM4ovWwgG4xGDsd/QD4+eYNo2wnGL6RlXr/gN4b0ffJc/euMlmqV/uc30lMMnjyItK8kKbr/ktRkWWqKUjFZPRZ5h2zYeJMenU1QKv/br/wyAP/7zfyR6X0rh7apkmChZniGdjJtwgvDRSVeoEb3krVMOZyxpF6kkCm0Ndadro3wRqtOods7FBeSsb7HvopxUeV/JyNeVSSymSCEohkVsZjDWYayNRVBtDWmW9hi6lPGdNE1D27ZxEQHPNFl5cxLthTIgTNxwACfeh3VW+U3unXe/z+nFNLb3yzSLtNLpYk6eDSI9bXNjk7atyIJOQrOYMRwOVhqeXOR1N9qSjja4CEYni2XHw36+8WnO7ffe/S4Ab3/py0iZ9FE5vSSCcGBFEptypAQrZZQCsMZQafhX3/4OAD/7019iEQwTyuWCNAWjgz59Ijg+PkUFet3FomQZBNAbJ2jmixUdEb+Jdgfe/YeP2Hjt1YiDq3DwAxR5QVWXLMIBpY2mrgvWJ50GuKOwLjbmqCShS/uc81rqpu00iyzW2H6Tk8L/aEfjTPr5huOZNW+MDgXZQAOWLmaXjdY0RjMN13h8eopAcDk0o01GBca0sabjBLRtJ9nbslhWHJ36jGTv8IiPH+8zDGJcm5uXccaxETKjulzE6x8Ohz7YChfy2muv8d77H2KCeJ/Tmk6nV3jGc++fgA/Gsk5gTNekahApj3lWkIUM//H+Afce7jEP31vdM3/UeC6Wi3PubwN/+7f98yfAzz73X3oxXow/gOPF3H4xfpLGZy7OtRp1O+fi16uQC4Q22tiQYGktbF7qhWweffQ+WxvBpci0/PAHvmnl7kt3efdb/4y3X/MNGR+9/x6NNqSh+eHGzjajYYgUraVcLKKFmQy4cCce1xrDxvZl9vY99viNf/4b/OyX3wIgtQapfIsvQEJCmvWyowpPSYrdavSdayqRDNbHEQrpmD5Z2rfRr0LdkR0TvocQMdpv2xYj+p9WSsUGi078rDvhOznP+LWUpFkauxyNMVGwSRuDsc5LKbCSTUVUQ7A2HPb4tVARymnalrLRfPTQN8y89/6HrE022N71KWSxvsn03EdIb735OkeHx/GamrbF6po881+PBzlNVbIWYJXz6QIX6K1JMeDJxTn39n1Xpvsc1Ra7kYSO2a5JDiyiD0KRQkSWkQOscdjoWJRj2ooPPvwEgNFwwFuv+WxSpSmHTx5HxcS6LFmWNZkIOLi2XAnr4+jogkFRRFnX0XDM+fkxy5Dlvffhx3zx9S9ESdlEGlLRuxdJp5AEhoyxnJ9fxIh9Y2PDqw6GDGtYFNTWR5JeNKtf42W59JlBiHCNdRF2hGchl66zs5tnWZbjpEITOpVXOj9bHKdnp1Ge4O6d26RJ4mFOvMhf2zbRFMY5R90pWi4bDs/OOAw1m48fHzDa2qYY+Qh9fXMTox3rAa46MW2kpOq2QQgvVwHw0Uf32L5yjcMTD4nUVY3s5IxVihXE5kghBLVu2d70kheL2YzTxEYrSfIBVZAvKRvD8fmUyXqAmM8+Rcjl0x0rmLl/8yv42rNEAvvbuJcyUUw2fEp1+OQBN2/eZv+x32g3NjZJAjf5wccfsLm1zf2PvG3U4cETBuMxaujx3Zt3voAKUrRNeU5VL6ILz2iQM5/VkYallOLJ/iFXrgQu8NPH6OBW/9UvvYlsNKPOSs0KjHMMO3U4mWCaXgI3VWnElDpt6Y6/aq0lQQQXp5BiGRthFGeJi08gwsbcbwra9Zx4pdSKpK2i1b3+Sp7naG0ifNFZxXXQTmValqG4Z7V3cVkG67s8TZBC0ISvizz3LdiBTigSETemtnbc29vn+x/eA+DR8Tk3v/BFXKexPRjG4uu1W7fZPzxZ6bBz4DQb4dk0lefjx47CtiZf85v7wcWCd97/iK1rvoCapn2X7uc1lJOhgue/FkL2FEBrARdrCQRdk26La9vKbxgBOvn+D+8zC/r6b71yl42tbQ6feCLAYrFkuSw5mfo6xelsSVV3mGXL8cmcl17xhefFbIYVjoug2XNwcMLJ+QWb4d35bsYASSYeLurohEp5iYfu0H/69Cmj0YhR4TeiejhEdfcTNt1u/i3L0usyrXDNod8FzEoHp5SCPMtjPacpK5Q2cY00VRV55VprxpM1LoW6i7Ma29S9oqJ4VraianSENhazitP5ggf7waO3MRTZEBHmzv7+IZP1DWbBu3U2nbG96TfWwWAQgjB/B1evXePB3j67oY/l8eO9vmtZCCQrBWDjNeW74uxgPKYo8l52w7hQMob3Pr7H2mTCYdCB6QK05xmfeYTeLWQZIvRuNq9u4KvF0fhfQeSA3/nCW+w9/JiNa/6FHe/vMQobaZYlnB0+5cP9w/BZkle/+GUehMLCeGuboPFDKrwITseBXtvc8pxS15sTWKMjj/jy1es8uO83qcHgAdcvX6KDByvVMByMorbLMC9CcTC0I5s2FpayNKVp2xi5JdIXSDrMUwnpQbhOKuCZ5+cjvK5FWsqE8WAtioThXN/8Y/yCeKbouVLU1K2m1S3LoFWzrGvKUCyqFkuM0VHTXAqJEC4KqCXCgTOxrd05xyJs9vtHp3zwYI93gi9jvr6FkyrWPJ4+fco4REDf/s53fPQSLOhwKZcnk9j0cr4ouf3yy8yCXENWDDiZ+8V5tqy5dHWXades9jkaXHTDiRCs0C1k/YymiBMyZmQ4Fwydwy8LA45Yd9k/PIhz9WjvIb/w8z8XmRBZluKciQ0/O5sbVKHc8eDxYz7+5CPu3LkDgFQKqTIGIx8d5pnk0ZOn5Dc8GSBXIhYfHX6T7Sz/rA3BiehYYzCbLWg6obnFkjwEHolMcLiYgVRt7Q9jtzKPHc9M6C6jRQj0CuYskLi2YRk4+ovFIm5+m5ubJEnCIkTOWaiddlme1g1lWUUNptmijBLGF/OGe4/3aDvP2u0dhExIQ1/Heppx5/ZtHoTsUiZJ9PMdFBltq3kYzFZ2dq6CkLjYa9IXcZ0QuCSJe5ZUCVmRk4cCq8PiBKiO2WJTHj7aDz9bcHLwlK4VQogX8rkvxovxYrwY/78bnz2GHv7bpfvx338bnvbb8XQhZJSRtDhu3XmZj4Jozs07d9l/6OGXuiypygU2YGbFcMze3mO+8OWfAjyOXIb0MU1TcjugCZ2V29vbHB8d+ggZKMsFQggOg4TpZLJGFiCWH350j+nFGXdueKrRZDym0bbnmQ41RZIyzDvIJcP19BOyLIsZSFmW5FkWedzaaSQ9J3f1eTgczlpEYEp0qm4dPOPNaPuIMBHSh1l4JorRdYx0tNFczBZUIQo6ODqMNKvJsKBtZOQ54yyJkBHnd8bS2pKl6+zSBBchir6/f8h3P7yPHHpmhBqsUTcN1656RcUkLfjhRz56v3Jth7u71ylnodM3g1vX70ZYanf3LkbmuE5hsbXsnXn8vSVl0XYoa4/dfp5jVeXPf227x+9peytJhBACFBx3bAAAFydJREFUgYz0VQj1ItPVJeDw0Kfdr9y+6mVhuxS9bcjynEXp5TBaHFnmYZDpxRmDPOPxnqfPv/zyK7z8UsEHH3wfgOOTIz6+94BbwaFeSRWhT2/+HZNUEiRypdXfBr54x7rSxtKa3ui5s3/r7kWv0I/Bc7NjtzEictj9/fZKlOPRmNlsFn93Y3M9dmFr3VLXLjKJXOtIlexdl9qW8+mCZVArrZqW0yBw9eDwlJaEN9/0HbcffHKPtrFcBDaREI7vff87bAWnKN2YHrqpLSAidp9lGcVgBOEe5KoCJM86aAnp3936lq/fFYMC7XpFUmEVnzzycFpjFVrbZww9nnd8phv66k0KIUIRhPj16obufy5gwdLLe3ZYb6IylMx460s/DcC9H/6A0cTjXMf7T2jqJbNQ9Mibmre/8Cqya+awDhESE5VKEq0j9rq7u8s7v/VbqHCNa2sTynIZLcNOL865GpxN9h7dZ+/gJGJmVy5b1ke9x2irR8jJBGU6Kl9CaPxGSIVuVimBkrYxsUhaZBnaOWzEBHs1PImjaSvyFb2MJNHMu/bxZwqDgjYRPX3NaIw1UYJ1WdXMFvPYMj4arkXbqzpqUPihW41LRNx8sizFWMdZaHmfVppHYfN5795jxpeush0WxcnpGVobDg78wVg1mq//3Nf9+ylSTp7uE5QLuLQ+5vruDmuhKJqkCpsPEcHK73R2hgoFrLpu2RhNmIR3n+efP4bunN+4+0Uo4ialtcXybBDDb/PztKb/mbZtWAuYy3htjcFgCIH66Rw8fvyIovD3PLtYktL7V2rTgPDv/ZNPPuLq1d24SVXLJU8Pjtl76t/Hzas75EHNUylLa00kBhjhMaRuzXj9pRUYRfRa6Qg/LzoZX22098o1nUdvV9PviRHdfE2SJO4JANPpBUopRqHJzzmLDQdHU1ucSaLXb5qkNCvWdovFktmypAxQyfl0zuOnvrGwSjJGaxO06enEWapoAh3UYlAIZuceok1TiXCB+KAyyqaOEhbjyZhbKkMGuuFiWVJ3ctNNA1KQhsDE6pazoz12fsoXuUVbMcjzqDn1YO8xN274hqV33v2A9Y31iJ1vBa+D5xmfW4TeMVxisW+F1SIiPtzroLCCzTk85tc17bz62hs0gfN8dnIEZUIaIrrpbMavf+Mb/Pm/8u/7z/SiIwCUZeWjXTpsbgspk7iplWWNcy5GIM7BPOgtXNq5QiIk+/t74ZokutXUIz8xyrrG4miGPmoamyKK99etBmsjX7xell74KtzffLnErFhqtW0bG7KU8ka6y5BlqCShbEpUWJA4nuUfQxQmap3F4agCTn52fkFZlTEca5sqCkNJnpUmddZ5PWsZOOCtpjGGs8B+eHJ6wb0nQZioGLG2tcO8kw4GBqMBk5GP2B8/fsK9UIu4c/s6d+/eZHrsJUm/9PbrOF0jg5ZGkiiSoiCXQYM6W0eE+8vzAYmUTNb89/I/AEVRHSSH+4xq5f+d62RcwvccVvDM96GvBSRCxAaXnZ3LqCyNhWWVD0iygrWOHVQbzkMQMxoWCOFomsDLFwkHT/ejVv+lnR0ujg7Y2/fPfJBlbE88vp6qBCEdMtR+pHRI6RAdY8Q6EiGiToyTIuqvgJ8jnY6Nw2KtRAdmTtt6Q+n+MOhPMikleZ7HAr6UkmyQxRqb1i1dwUqmGS7LopeCTnwhtivclmXNxWLJ6cwHJfvHZwzW/KY4EAptHQ8ee4zcWk3TlJQhmh+PR6xvTCjnPlBZ1JrNTX+ILhdL0kwxm/msaGN9zMlsn3IangWwte01Y7YvX+bexx9FX2Qlh3z1jS8xDw2OxdAbY8goF5xzEQq3r778ErVuIwNmHArDzzNeYOgvxovxYrwYPyHjM43QHSvRBz7atCsk3VjhDqlY18nmNTBEhDeEVFiraTulRiu4cjWYvH7wAxptYkqFdLR1xT/6h/8AgL/07/0iXavkYDAA45gvfWTz9ttfRClFU5t4HXmeo+chHXNwfuZP57XxkExlXNn1lLmn+3s4p7EEOKDRLBZLNkPks7WxwShE64MsBWcjzm9ajUpUpC2KRHr+eOc0tOKUlKVpUKnru0pzlfSGuErFKCfLMkgSbGDAtNpQacPxsU+1zy8u6Ag1AEoQ29KFlD69XjEJEELGaH+5qDhvKvZDx929/SPkwEMfUuUcHh/zta98DYBvfvM3yLKUg6e+iu/ZMz6q++STjzl+qvhjPx8gmDwhzxMS1bFEDJPRmEz556haSEIknquMNJWsr/nIP5Gff3ziITe30gL+LD6erOIrPkZfgWccTvauNwJBFdg/AkFV1Sjl7924BU4qJsHKr1zWVOFjNjc3GB+foo3PnpqmQUtBGzo4d6/dRFrDwbGn7g2LNGoUjYdDMqWwK49SJmmvK5Q6tGkRoSPSaIOhy2AddqUzVkpBIok6MFZIUKJnXQnxTMburO1lEULGuarvJDshIWu9fHVnfZcIjDHUYZ5XVc3hyQWH536t/t/tnVuMJNdZx39f3fo2PT2zu571zu56d+04sRyBEstA4iADMkSJFeHAU3ghQkjwECTywIMlXvIKEjwgISQQESECAojEODiRsCKiwANWYuPLru14d3bHO7MzO/fpe3XdDg/n1OmexSa79k53Z1J/qdXV1TVzvjr91bl8l/8XVOrUDWPhTrNJrVYjMWaier3O+vo6Z0xZuX6/TzSIrem0Wq3QM7vycslnf3eXwMjWbe9x36mT7BmOIsfdt1Tb7b0dzt13VlsMgDSJqVYr+Dl/kzi0Ol0axi/w0Ycf4uae/q2XVzbIHM8WxyjfgSlxYolFuaPPbrvkoH391tR/R2yhE5RkOM4weaPX79M325WTJ09Sn5nh9Td0HLpfqhBGHTYM5/TaynXOfUiX4iJ1SLOEskmffvHFl3Sizki6e5Zl1hGYpplNO+90+mRph8as3sY6rsfO7q4lT5qbmaUceGwbB16v12Pe2D8bjRkCzyUzDximknpO95mZAUHF+eQ3fAgGcUSWptasIqJDI/MHwXU9qiY0Ks4gjFNrNml2OlxdWbGJEb7v4rtiiaQyMut4dgKXNBmmbYvSE3I+iTbbbTa6PVaMbXL+3kWqs/r+tvdadNttlozjs1Ip0+22WTyrH5qly9dsrUhRwnxjhlMLOsegXCrR6beZM6nmKYpqKWBgJoDUc3Elr0blUa9WCNz3xYd+V5FXvjngGM0pEZSusiQj9meVKUtQ5QhIqqy/xPNcO3G/dul1Tj/xuLX19vsD7lk4y0v/o8keT586QWp07fTCCS6+8jqVvIJPpqtntY3jOYlizt53gWtLmlt9ZWPbVse69/hxZqtVAsMHpNC84z45fUSKJwHpSBWvfODRaUXKfsbws+STUJZFkGRIXskqTQ8ESWAGdX2xLhvnjjhYh9WLogNViIhFcx+Z73uDmN1Wl1LNxI/X6nRNCKPrar6VMDex1GaoVCp0TAhkr9cjTVPL8Z4kiZWh1WqRJhGe+T3DbpcHLzzA1kXdj14c2mpanu9TJuaxR7TzdePmGnE4oOrl/rk6STyg2dGDeHJzk/MXPqC/q1bZ2msT5XQFdxCNO/klTYECBQoUuCuYaJSLPjDbJhkNX9IzvTWxiGaoE/u9cSbk5FVpyrbJquqFA2rzJ/it3/0CAN/8+jdIknX6fR2W9J/f/Q7nPvAQoCuNq3S4gl1fv4HruAzy/4tOPsqTKAC7YkrTFMd1yNcYjeP3sH3zBs2WSYNOYH62SmarHQ1n47l2nZmZGoEJEZRUr8byai2up0M6o/j/kk2pfGViQgQ936dWGjFHpRkdEy3jl0uUaxV+eOkyANdX3qYclKyzJcs8JPDsEsB1HHDNriFJyBKdgZdjkCr2Tbvb+22u3Ni0jHAZPoHZ6WTZDouL99Lt61VPq9Vkdq7B5SXtiCqVKjhmFeckCb/4iY/b2ooiDr5fZc/04/z8HBVPMItywmjEke5CrFIkLxowBYlFy9evsXj6rKbXQy++8+imTB10gtrYkdwZmkd1mZJaMYrGcb3rubq8yn+98H0e/SlNPXFq4QSJEnrG8byyvsmpe3Wi0NvL1/iVTz7BM899Wwsl2gyXF2hvxSGX3tznpMm07DX32WkatkgR0iyhrnTkhuO4upKY6VrfcUlVbAsjO+6QFVQphbjDnbWmgnBxjCPdcRwcB7vrcx3nYEjjaJif5CGTI9nlI85jpdIR8jpd1SdPPtvabeJVZzlhzLD7zQ5VUze322nZpDyAGzduUK1W6ebFP6pVRMRGnLmu4BunpCu6ptpJE+65eXOTN9zXOb+oP9dn5yw5l0LRbO3jZbpfSwxYmJvDMQWfkzTFL1fo7JhwSdWiZaoduY7ivlPH2N3Xz0/u/L0dTCDKZRiKqE/cEsY1cmVeyspxNE93/rfa3pbah2Zvd9fauer1OY4vnmH+uI55fvSxx3n+uWeYm9e27dXr1+i09OBfqs6jMsXFV18GYG11FccTq0R52auZurZTjlZBUSojzcRycwOcOX+BlWs6ekNlKULGbE0/GJ47tEdvhD329wNqFT2w+q6xe+cK67ikcWJjsUeT6zT/x9DkkoYDkniYMagcsdmE/b1d3rr81nBL7+pU8zxc0nOFOFZkpphwOSjZa9N4QBRHNuY2ThXNbsjGvvY3hBnc98AHrW2y2W6yuqbjnkvlCu12m3Pn9GBPpgh7fZLImIWUoo8eXJ74hY+zv7vJwv33A9DpdqhVa7afO6199nZ2OHFGb587g4gwNXzbSttNLVvkiKlsUsiS1JjshnbiUU4RlAw55kUQNZI9rQARJC967HmW5tVxA65evc7PfERv4UlTyDJKxjQSlKuIr3/3crlKqxPaSvfV2ZqOALEm6ATPLdE2NNFz8wv02jr6YqfVBRcbC18plQn8wG7lR7lJ9D0NwzKVUoyMv/YZt1FXWQYyNLPmdQ/ya/NX3pI4YrOLlagDzJ9ZllhdzURodfusmbBZ/AqZ77C1q23ojcasrQwURQM6nYFtp9FoEIbhgckiCAKS0DAsVir2ufVLga6hYMx/3Shm+foKN9d1+bp7FhZYNQWkoyjizOlTyKKeVM4snIAotpOZh9Du96kZH8hspcrbS3rh1Tg2S10lLJjJvNsbVp76URjvgC5ieb2tQthyXO80E48+CGp4jSOIysD8wFE0wDeOikxlLJ49x8AoQrV+jM989tf5p7//GwAqFZ+vfVUf/9xjv8Q3/+1brJhCGd12i8D1SG1F8AFpGhMZetZR4qter2fsekNe6L1mm2MLerZu7m7R7vUtl0Ol5OPntl5x6A8Gtv5oHMUEgT8sFed5B7njRYb3rjcv1mnkui5hNBg6L9OU7Z1tI3+C73rkleGC0QcLPbCP7oySLCXvuCSOidOUgRkU2oOI9Z0mqeHBWbxwnu39HoFx9NZFCCK9khn0+/i+z9bWlpEjYvHUIttbu7YfyfRgUq/PkEVtHTeNtu9GbmBjm13XYW11mbLxC9RKdZpmUukOEkpBxfJR51wek4TKIE2HdUPFUgHkoboHV5oiQmrs7npAcw3Di/4+j7FHoOTBhunDudkqInD2tF6VX1le4XhD+x1K5TJenJGa/9PvhyRJbGPNazNV9vfb5OXQonLF8tOHUZfdbt8OWkkm+HFC1XzvOmJq5Zr7S3RtANB6pTJhZIkGyrFhwK7rk6nIhvK5jjtMmxfRxGZeXhDGxXNdRv+b7WOlyBQMzO5xv91hr9Wjn+Y5Eg6lSo3ITIZrN1aZMfVtNcHWkPc/DENExD7XtVqNMAxtCPFgMKBhSLJ6vS5BUMLzy0YSlzcvL9kiL431DS5d0r67mzf1IF/K6xQ4B3cbjuseXKllwwkrLxX4XlDY0AsUKFDgiGCsK/T1tRvD1YpmIbLluHR9AbHfCUK+tMxJ8nPmzTxrMGeEm6k32NnSM6ITx6xeu8qDH9ZZpKVqncbCAr/8qc8A8N3nv8XOtjYNPPfMP7K51bYEVGkcM1Or0enoFWCaZSTJgMDXq0PfD2wCQr6NzE0uSinCQUTVMDc2jp8kDrvsNPVsW6+VKft5xSIfVyDJ95OO0A9DuxVP0hRnNJpjhG0tj/7J8kIbjpAksS7nxcHUc3GEJE3wHGOSiGIkgCwnMUod4mRAaFYGvufZaBmdVaoI86ieMGK32aY8q//2ypWriBvYVUcYhtYEFvb7+J7HwMg4NzfH8vI1u1QVgXpV39OVpSUqgUuY+wS8MqVy11K/nlw4gSeKt65oU9ZDH/5pLi/riKWbm9t0+6HNgLx65TKTR55FaT0+dqcJgsoyS75lk+tuTbTJw/5E2NrSuy03cKnXyjTbOSGVUAp8HvqgzjwslyrMGPPexo3rZFlCzdiNo1jh+YE1SWW9CN/1bHLQ7v4ucw197WzjGP1+hx2TKl8rl6iVy1bGsu+bBLl8h+3YpCPHcUyU19A0OlrURmeD+6QjkSs2jNlxdGk7L89Y9Vjb3mNouhruWOM0JYoTQpNI1O72iTKFY1bOca/Pm29eut0f7FCRjNkMKHfCE/C+GxPZArrA9tgafWecmAIZoJDjVrxfOc4ppe65W8LcLqZIr+Ho/JZ3C0dFjtvS7bEO6AAi8gOl1KNjbXQKZSjkmF453gumRfZCjp9sOQobeoECBQocERQDeoECBQocEUxiQP/LCbR5K6ZBBijkuBXTIsd7wbTIXshxED9Rcozdhl6gQIECBQ4HhcmlQIECBY4Ixjagi8inROSHInJFRJ4eY7tnReQ/ROQNEbkkIr9vzn9JRG6IyMvm9eQYZFkWkddMez8w546JyPMictm8zx+yDB8aueeXRaQlIl8cR3+IyJdFZFNELo6ce8f7F40/M/ryqog8crfluVuYhG5Pk16bdieq25PUa9P+dOh2TmN7mC80/fkScD8QAK8AD4+p7VPAI+a4DrwFPAx8CfiDccgwIssycOKWc38MPG2Onwb+aIzyuMBN4Nw4+gN4HHgEuPij7h94Evg2OkvlY8AL4/yt7rAPx67b06TXRoap0e1x67Vpcyp0e1wr9J8FriilriqlIuBrwFPjaFgpta6Ueskct4E3gNPjaPs28RTwFXP8FeCzY2z7CWBJKfX2OBpTSn0P2L3l9Lvd/1PA3yqN/wbmROTUOOS8Q0xEt38M9Bomp9tj1WuYHt0e14B+GlgZ+bzKBJRPRM4DHwVeMKd+z2x5vnzYpg4DBfy7iLwoIr9jzp1USq2DfkiBhTHIkeNzwD+MfB53f8C73/9U6MxtYOJyToFew3Tp9jToNUxAt8c1oL9TMZmxhteIyAzwL8AXlVIt4C+AB4CPAOvAn4xBjE8opR4BPg18QUQeH0Ob7wgRCYBfBf7ZnJpEf/x/mLjO3CYmKueU6DVMiW7/GOg1HKLOjGtAXwXOjnw+A6yNqW1ExEcr/d8ppb4OoJTaUEqlSjMn/RV663yoUEqtmfdN4BumzY18u2XeNw9bDoNPAy8ppTaMTGPvD4N3u/+J6swdYGJyTotem3anRbenRa9hAro9rgH9+8CDInLBzKCfA54dR8MiIsBfA28opf505PyozerXgIu3/u1dlqMmIvX8GPikafNZ4PPmss8D/3qYcozgNxjZlo67P0bwbvf/LPCbJiLgY0Az375OGSai29Oi16bNadLtadFrmIRuH7b3d8Tj+yTaE78E/OEY2/159HbmVeBl83oS+Crwmjn/LHDqkOW4Hx0B8QpwKe8D4DjwHeCyeT82hj6pAjtAY+TcofcH+kFbR9dKXgV++93uH70t/XOjL68Bj45LZ97DfY1dt6dFr40sU6Hbk9Jr085U6HaRKVqgQIECRwRFpmiBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBEUA3qBAgUKHBH8LxV6NB9bAN7jAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.5746973, 0.6707309, 0.2249400019645691)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/10.jpg\", \"dataset/11.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## False positive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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glBw8cgd4hr9LEWCZ8CJEOQmrr6cc3HtAf3YSP0qg6Lnz4DUArq4W7EXG1atvfJVvfvOPsCkZ0ba89e3v4FyE1Lzi3v3XAVh1DaNJzdNnj8McWfeRihvOsSiKTFOF4JUPoJBHK53XjvSsvIh9YQu6lBLnBh5t1za8/Ue/B4DtlvR+4IZ2ncE5kydLs14inMNEnE+pmv15WCy077F9S12HQfD9mu89ecYrr30VgN5XlBuc7qIocJFep5XAWZfpijiDtZaqCvitcC7jxF5K8OTkkcfjhc8PAt6CF6TbJPE5HC2KAu9B2RCerZsOKWWGTSDc9gxH9QJjIrxUFDTNVebBW2vpUflBYJPCaHsEjj6G9Nb2eNuDjeGzhC5SAMPltnjj4s891q4yjGKNQyAztxkkUl7fpFLA1zQtRVkxHoXE0sGh5/nzE8xlSC5NJ2Muzq/iuEnm+wecXwUoRxhHVTiWF6fxPAz1pOL8IsAUe7KkjuFy3/XM53Mu4rFflEkpOTgI86+uK6qq4uQ4LOJaa1bLVTxOU9WTHFofn5zRrBrqUVhMjWnY2dnJc6YuC6oIl82mE0bjmi7CZVfrFbvTGfMITWEtTcK1pWR//zBDO1U1Ym+/ZDIN33N1uWRnXmXqobXuGnU7waEQNthCCPq0wAdvgsS7d97n59IYg2OoXZBKYnqTk6Q+LuabtRrpWKVUTGQO42qsoYhkgLTghzc6nB8+ByVDfkpsXoTcgNRFzl8lsxEGU1IiVEG5FxZtfy7p2gUuJrLrWckiwk97R7f4xl8t2YuJ6n/6G7/BnTt3sBHevbm/x+E85PKev/2Ii9Oe1sTcivE4ZOa3+17inc95OqVkxtDxnt75AOkCl5Ew8CK2hVy2trWtbe1LYl+Yhx7YJDKHL33fcf48JJKkWeGROdy3RtCblsS76vqG9dkp5SR4OqPxPBP0m+UFdV1mb9h7z817LzOJtCXrTIYvUmGHjJ6KFKFyzMXsuCw0SihsdrotUiUalQIHq3XwvsoysFg2v3e9XuDi68lkglCR1rdqmEx3MTmcLvFYTEySKkKCslnG3f0a7cshEXib4BqNNx02RiuuN1gbzkl5DTjWTWQLyQC7+BypCrTWNE34Hi00hjDmvXdY52kjZUsIEbL0MSKR1iGEz55a27rsBDkExjqursJ7q3rM3h48ehyo3MtVz81bAZL48OG7iLuvcP/OXQCePnlI066Z1OP4WY6uaZhNw+vjk2ccyDKOi+LyYkFRjvkizXvP1TKMcdd3XC6XuRK26zpMHJi2bdnf3+fRsxDeKykoy4LGxDkyGqOUooj3ezoaIyJWUJca13WBvkjwxGaTKTa+V/ngqALgBItFw2gUI0tZAIJFPMfxZML55SmzeYig1k1PImSVdoT3Bh09R6FDVXMiYKEUUkm8HCi4ro3UXSFwfoBREuThIltLxKrsnNi1NnvRwnlsLKiBkGhVQtCniuKqys+WjOQXsUFQ8BsevFAqkwjCF6URg8yisYmGGb3/OADFZErnPbqMUUVvGPkw5lfnx/QO7kSW3N//+/+AX//1Xyf5z48/ep/JJCSeX33wMt99/22aZXgGRuUIqeQnConIA9u2HVolNpQJkGf05tWnKLD//Bf0dG5OYZQJCyNw8vQ9ZGS5ONuyunjG3n6oQpzNDvC+ofHh7123YDqvGcUJKbXARQy51hW9abk4CQ/Ny/df5vDoFl3ieCuFVgNzIGwskRWCAOlyxh9j0LrER8xdSHBxIggkQtnMIbbWUGqFjAte23aMJzMw6UkYqsIm45Ll4gzbRcrmeITpO4qIU1praZsVdWSydPGBAHDOZMYBhE1JFJo2bgZCCJSu4zdacBoZMVvTt+iypuvjgq9KvO3zg2GtzRBK2zQI66njwtp1Hd6ajOuJFMbGSSfcQPf03gfefWTbWOOp6oK9/cDCuDmacnwSYJIH916m7Q2rRVhsZnu7dKctTVx8qtmYxUWHShWS0ynt4jTeL0lZVCyvzvgirTeGt76XKqDFNWwYhspIJQWPHj1hMor3R2q6dYBZAKpCU2iNyZRURZH44G3LqKox8d7fPrpBWVUBLwZM1yMjDi6LkvnOnK5LkKQKFatxsSy0QmvN8izkJdAq4+0uSkH4Kt7XwuNMj4pz00uB0hpFWlwV0g3VnV6KPA+U1xHbDq+99zjrUBtcRBcdE2ddYGNt0BSvsT02aHzOORBiWKI9IMVGLsIP+Hk65hOvFWneEqtSoxNX1pRjIM5zWXpsF9ad3YMb9OMRlzEnUhclf/fv/CK/+/uhkvSbf/T7rOPm9gt/+5coiwoZnwFZ1HRm4O/XdR2YZImarDW9Cz8bFyDalGA0G8/7D7LPdUF3zrNaxeRd73DaQVzU1pcnuD48xLY3CBRl5DhL5fBo2nXABMuiROqSSoYFonIe5yLFcTTl+PFzxpOwEDV9y3q9poyejbUu1yRIH/5LnNpkPmPsoaAi8Vlt32feudaeQpV4myh/it60yCgTUJYFvVljXfLoB7y9awyVrmnj3i61oCpKSBQ0a6gKjY3Y/qiuMifdOY+oCmzCOL1HGJuxbVVojIl5ib5Fq4IySRcIh9soUur6NUqKnNTSUuWFqFACZ4PuB8Byvebxw4c8iPxcISVSuBxhSeWpRBHvrUFLRRfHSupQY1BOAr745ptvMo2FG2VZ0XZrTqM3Px6PkV4gRuGzzk7PODg4ynkB266y/EJVTqCUzIodvmhL3P5UzZ2L04zNhVxSSKqqyJizd4b5zg5VGV5XRYlwjnHM2Wip2N0JY9aslkgPsyrKVOiC1dWSaZStmM1mCJtwbh2ir1iYl6KwtBmP6xHrtmO2M4vnaPBxngpnsX2HVolOHPDzOnn7OlACXZtyNg6holNjDFKrof4nzvlNeR3n3EAc+ESFbaD+DrTmvu+vJVDzAu9CQY7Ppf8Skcr9AY/hk+U4bqMmJP4mHhujz4FbSVXXuWBQeZsVB9pVj9+QRVhcnnLr9j1+/KsRSXBvcbgfkICzk2OKquTW3Uh5vFqih5woXipa21FEUoFzFhl3Z+l9wNHjQi71iyPjWwx9a1vb2ta+JPa5euhd1/Ho4RMAVusFVoDsw9Z4cfaUvg0VgKZtaNueMnoUXddQVCWjWD3Y9z3FZJKLYISFo6NQePLh+9/l6aOHfOOv/3UAJrM5zg0YYFVVFNGTtDGMSzt/KoyQhc6vA3sliimpIheBKHr6boCMTO/xwuF92K0Di4esDIjzqCS2ZVq8tFQRGrFtj3EtmqFwYtM76bsue6gADomO5xQ8ZJEVB4012Bi6aVmANbiUI5Ah2E2wSqk11g6shN70pLJS17Z4qbIK4ng84pXXXkW6dA4+sBgiBGWtzdBNVRT0vcviUOu2pa5qnp+EUPX1V17NRWOnx8+5WC74+te/DsDDJ48ZjfY5j+X8upQcP3/MfBY8n/HOjDpCFlerjnax5GD/kC/ShJDsRtik7Vrapt2I3PRQESkVZaFzsdZsMmM2qhjXwftdLJZoCfPDGHnqgjbmUWbjMXvzXdbrWPBjoVAlNrKSlCxyNNj3hsVynTHlC3vOuB5RjMMXLxfnVGXN5VmAqsbj8QDzCInw0PqUvzEUZYldB3aNKBS9gCp67L1PxXiAkkgpM71YCBGYZNVAu/Pe53yP8CJHKwkfT/8Gqu4As8go7JU+dxPSCjIBfuN3/hP+OfgEoUgR2TXpswL7JuFCIv4yFUuBzBFW4ceAy5FzNZ4ihGIviqJNJzVvfvuPAHBC8PW/9jdZxwBdTyas1g3rmHPr+x5rbGYJO2ex/SKPQbteD8y1T0HL/VwX9MViyW/99r8A4OzsHFkVVHHifP3BKGtetLYHYRBxojgRNUvidU3Gc7wnPxidN5xGDY3nx89RusiwAj7IxyZYRUiJ1lEas+8piuJamFeWJdbkmBApFCqelzMC4SKMICXSBwVDgLIa0fcbEEShkNKzjLoxk/GYxSI8FFprcFBEOMOallLp/EBKqULlbMIM7YC99X2PFh4fV1alAzUsySII4QcevfcxsZSU/xrqQoEbMDlrbea5GmPy+Zf1lPV6jYrhtERiRZ8xc2cNbdcND5EQuJQvsB7pyYnBtmtRZcFe5KE/+/hRppXuzkcoqfmt3/rnAPzrf+dv8+3vfIfDSAO0psX1F6yismZvLMtI+5vuzWkuW5ZXV3yx5mkiNdEYk3nkEHINIjoISimklOxMox7LfIdRoVmnfIHWTGcTJkn9Uwh2xuFaZ9Mxzjl2ImxV6gJvHZOo7WKtpYj3UaJpuqz7x2w6vlYF7EyHKOq8Wa+WS/q4MezMHeMJqI1ajN45XLyGStVh7Ut0VSFxkWKs0bTtKsvy4gIJIXPN44KfZaQ3nsuUz8oVqFJek6QYGOqhxkNkKgPfv+AJz1BGmu5DhGOycvTgxG0yIg0eKchOnXfDOQkboF4Vc1tt14BUvP5a4J6fnx1zevo8/HxxQtd13H050KWnB4e0fc9wESHvkfRaetMhEhYcxyXlyj5NE6LPd0G/uuT/+c1/BoRaHY9gVoUF/cdv/TQ+sjN6Z5FyzHgWJm9RKBQmczadtZS6IEFL1vS892HQDXn25AmvvvIKZRkxPwRaF9cSLGmABt3pdLMDZ1upBHQZhHTBEycyWVT0JDpDawYO7uLqInje6bOqCuMEo7j42K7POjBZU9yHhRYlQEtMMyQYN81ai49JKK01WumcTPGECEMyJJeq+GC3zQqFy+co5AizWiNSnlanpDD5vJKgFqJCo7PUbgDUVWbcONMEjZlcurwhPiYiPzlip7PRmIfPn1FNw/2c7sw5Pg5CXV2/piwmvPLyywD803/yT/jFX/p7fPD+mwC8/urLPGsb1ouwoJe6wEQJiO999xE/9tWvcHKSNH++IPPB24QQFRnXZ/5+oXVgNxA46tPxiIPd4M1703O1uKKI4zbfmbEznTIdh7lbKcnNo6BTs7i6oFm1zI5CpLJarZiOxjkJHwpv4ncWmtl0ljfyrusYTcvMuHJK0vcdTdxwd3bmmSveNw2d1sQ8ehC2UiIvms1qFfI0cZ5IVZBy9kKI4EnHY7UIOveDY2K/TztIySRTERZOn3XIrycCN9F25zxCbIrdfaJUHo/4hI+eis+cc0GmOjkmnjBuadFO8znz7nVmwOiot5SlMgrNs48/wsZn5M7Nm3x0dBDHvOHk9JSXvhp1oqoRVVXneYHY2Fzi65Rbds4jHDkySA7ai9gWQ9/a1ra2tS+Jfa4euvcOG8vbPRKJ59/4pX8NACFO6CL1rjeSop7mnVEpie/XNHFLm+3coFQudqwBjeM8VgteLtdIrbEpDBQFFodOHoVMWfDgURhrMX30lBHURYnwMbysRuDB5MrLkiLCQJdXZ1TlKKsNVqrCuWpjBxaIvsMmmqOUmRsrVRiLnO0Huqbd4MNHlUSflCjBboSI/caOLX3sHhS9QEmgPYXPUbRdP4jSNS1KCUyuAuy51pTDuhwdiFTBF10jYw1Ki40QWQWnJrM5TPYkvPcIPSjcmbZhbzphEeWRp+Md7Dx4h2fnhrKCq1iG/ld+4qdp+479w4CLf+s732F3tsc0sj2WlxfMI2Z+58ZNzp49ZzSZ80WaB4wYoitdqI2oZxj/WT1jXFeZAeMQjMoqs09GleLwYM5RrFpcXF1tCHdV7N87zBW2VVkxmUxyLkVXOkM1QgmKUlFFfr4zFu9clp+uigqhVK5Mvri8YDdWWo+k4uL0jPk84viVo132lDFvUdbjcMFd9LoLh6pjTqo3uaQ9fK/BeY/Sw7xA6MwEM8aRkjJSSKQa5HSvVU7GMR6IKNH/TvP4E41k8hzelBXYeK+1PkcCSqlrNFNJiDoTBVJIO/TYEBpBTSJMdnbJaLqPb6JMxWzCUYQK33rvEcfPHqNkDF/aFarUVEWIvlpjKEqdvXQ5sJqv9fQAKD75iz/HPmceusD6FKJbBI6bhyGEbM8eU0Y6mvOeq6tTjlTQUyi0ZLlYs4qSuEc37mHbBXUVBvad77zJJMaIq9GI0WiSB70sS2RRbkiUDl1DikLHtl6RHikD3Uwk6dDOBe7uRiehtKCFog2JiWGtNYai0Dl0Nb0JXXk2wsIUehpjAlafMTKHtz62wAtMaFG+AAAgAElEQVQhlpQyh8he+I0kTYQ3EkXLWSRDgUZvekSSTTAdGksfqaLeWQwOFzF05w3eWVZR+tV3G7Qx5ym0pDMpXDYY22WMXUkdFPky9UzgE24ZCyhM1HsvxzWmbdmNqpWXV+eMY8K06/e5vDrlRpTAPT254jt/8iY/8zM/DcDZyQnPz06Y1mGqTivNecQp5wcHHB8f81rsIPPF2bDwKBVhrDiOVak5ilS2siiDUmi870oI1us1t26ETk/37tziyZPHtKtwPw73D4aFSgatksNYdj6bTjg9PuHWUXivMy5TDZUS1NWILhbmGW+pqiqH8J3pQ91APMed3V3qeD9WbcN0OmEdy91VUVDVdU5Wtm3oeiUi1KOlzNTWuqrxYuDdS6UQ3mfpCaEVUg4QTFkWGJPmONe6OcnYanHAj33WfdJaX9OMEQKIkrPhtYwsiCEZ7TYgnE0ihHNh3PymHjkMujHe5joUqRSyKDO8hhPoXcc73/oeEDpF/djrPwbAw6fHVFqwvAy5vRvTOb21eJfkP3TIAybOPuRk8nBdnx5A+Xw9dBiyD4ASBukD/qm94fI0NUAw7Mz3Mz44GtfYVjOKlaGmW9E2C1ZdeG9ZeLq4aD24c58HD17JVYt9b6kLkbExKWW+IblSNS6kxnahCi5l2gsZklpyaOmWipKsbYMQfeSOaymwDN5uZzqUkFki1DkXZEcJuOp6td7wgiXS+bxISxmr32zioZa5MlR4j9mQtTWmo65qmpg0HI1GNMsocubDQu9jUlc4ESZUeuCcQClFZWP1XGlzU4LetFjbJxIPUitqPc4bWtd1CClp4oY2GtUoOTAWZPgBgOXVCqk1fbopHSxs8DQPjw741re+zY24yB3dvEFRlTx5HESNXn7wGm+9/WYWQbtar5mMg0d4fHLKzZu3ePe9P72t4ednA1vDtN013vBsNhuKZ4QNlZ4b3uHtm7dyRWfX9symc2Yx8WmMQ8bcyf7uHkVR5CYotmu5dXiY8dtRUWEjJq6qEo2kjB57KyRVVdFGpkpVVVgvPtEekfw3D0xjvsN5j8UxjuekijIUD6VnAs94nI51keUS5zWAFENifSOxD8ReF3GsIkvFb3rdhc7nGKo5h6YajmFRts4F2ehUKusdQlxf2lRqoRcrpdM8J+aBvp8Xkw73eb3wLvDF0vcUhQZbc//BqwB88PZ3EPGZ/YW/+bf4J7/5z5nuBUdlOj9AlTWNiOwhpYLcdgTOnZIbAHjaTdzmqxeyLYa+ta1tbWtfEvt8IRc/lIpXdcEbL9/GR8bC8vI8ezZSCKaTGTLK2l6dPefhhx9x83aoUhyNDaWCpgseh3MSG8P9vcN9np88Yxp5y9W4BmFzo2e8yiyW0MneZdnecV0H6l1uIhDDs3j6pRYYn5QLLVWlM7cc68IOnqRPlQJvsrSmlJomcXlF4Lb6DWpVoGlFfm5E01M00NuBky4c11qCaS3RkFuR2c5seMoudoIhfm/QDmnbQSK37/ohrBUDVVKKUIpscwVkwBU3u6hIIbNyYNf117ypZt1lz5O2p+k6bBzXajylWwRphqvzE372r/8U7733AQC/+y//X17+6usUUVLh6bNHzOYjxnXAdL1x2FgVvFMEFcejw5t8kZaqGoHIanJ5LJx3KVBhMtvBWUsbuciHd++yO5/n1oveC7QuGcUu8mVRDGqX1lOXIktN1GVF33ZZPtc7i06Rl4d2vc6UxrIqMb1hHO9H0zTIosqY7Wgy3oBBQpON3DBFCYqqytiA0BqtVW4AJDZqEYqyDM3N07ERn065ISFEYGRtdunZaCAdGieH32sdqLv54fPksXAiRto56hbR049zk8hi2SSbD6WggB8kf71FMjTIIbJ0sgqk3uA0Iq7BaaIsKOQEvQzjrKoq19VIPK+/dI+P3glsrQevvI6sx4ziPRFFgdYFVczJqY0q7XBdQ7TyF5a2KJVklEry2zW4jj7CJrbrMraICMUo44i94RvGM81+5DFfLRdMa0UXs3/vf/gRb7zxNSAU/1RFmeeB6w22KEiQm7EtOoo7JZpUmnB926KlyskY7wEhM+xgXJfhCnCcn5/neTIqK3pElrxNEzdhZF27yGFqmNA+P/TeObq2HVrH2fgAx4IT723A40m6yTrDUeDovMvFGgg/aKcLBc4ONMaupe/7Dd59mLy5n6Fg6EBk/TUusJQSY4b3xhtzLR7MOYLeUJQqPwillhw/P2dnL+C/V1cLRpGC2vcNV+cnvPLyg3hvV7hFj3Gxq1I9YlyPePYsCHtJVVDG0njfW8ZlwVvvfJsv0qQQWabCGINUImvOO+vYjfMWIZCevNEZY1ivVhmuSWJxCZOuNnSwjTF0ncjOiB6NUKWmSPPCc22hbFfrLL0rou7JNJb6F3WFdeTEX9/3A2xCyNekBU4VOizmcY4orRBaZf10hMClJG/sQJahHCWHwjrIlMWk8ROOu17+3yesuxcBckla/s4NBUtKRaB7A/eWIjtiYTGX1xb0hK8PC/XG0ieG68uFTenvzuZNxTsfNsENMoMQivFOuL9HN+7w/KPvxvvhuHvjCBET0w+/9zatc5nDXo/HCAR1nDdlWZIXGuL6kTbGT4GlbyGXrW1ta1v7ktgP9NCFEPeB/wm4RSi/+jXv/X8nhNgH/lfgZeB94N/33v+5snfOOS4XkXZVldy6eYR1IUkwqipWcbcuy4p13zIZR+bK2jDfvZNhBucci8UKJcLr/fkYYRNsUiA9NJG5sbe7i/CDp6mU+ESYJ3JXGAA2Oha5WFSRWCFlWWcvezoZUZUNMIRFhXB4mQSCoGsGOGNUjYbvTQ2ysy4vSF2gSGL3KjQLyN5EMRTDydDFJf3N2cgGsEOol+iR3jsc7lrFmVIFfaxudVHwaCjm2MxZR3glenFBVMkP0geFRhhLT2qWoTY61wis8Tkh3LYde7vznHgqC02qbrLWU5U1b74ZvOzbt27w/gcfcPdekNe9vLxgd+cWN4+Cd99bw9PjwHIpRQ1lwf37D+L3vs+nsc9qbnvIpfNFUTAZjzOrYjaZcBwlD27dPMJgURHrUEqjqypHeUHIypO8VmtdLrE3fU9vPVX02rq2p5SK6SgmK5Xi/DJUJXvfM5qOWPdRFllVTGdTTs/D37XW1KMqq3iOpxNk6vXrghddxySiLDRFWWFSIY5zFLoc5CNG9TX1UrFRWJRYKukZSFXZWb10w/NMshs6y27I0JMzfc94HHrrAliHUzInNpWObDI/PE9EgatkmSWWfpe6DvnUFHu4n9/X3DoXHm7QUtL1CZkpxUVZs4iNWg53p5RK5uPf+d536azLxUNFVUc2Tvj7eDTKTaQLXQxwMORGFy9iL3KkAf4L7/3vCyFmwO8JIf4v4D8BftN7/w+FEL8K/CrwX/6gD8sTx3Ts7exSEPjj697n8Mw0LcoLrs6CumJRSpq1oSCE4aZrGFWSVRRKWK07RrGq1KtQGZo0pZtlQ1F5qoj1aqXzAm2tu1b6b61FaIGUA2zivc96zkbqHNWtV5fU9SirIObmuEl6V3nGo1GmHkoEi7iZ1fUYIa5jZq63ueWe1CpCNpEVYHoyPmgl3pvva8abtJStGf7mnQv88SzZWbJcLq/j4FJm+WAQoQ0dQGTsJL1z7xytd8OEdv7aw6u0zuOkZUHvzUBJ8x6PYbG8ivdglKsnu65nVGlu3whsgMvlktlslz/8g28B8Ld+7mdZXi1YR832clLx0oMgq3xxtqKQY54cf8gPaZ/J3BYMVcepCnEa5yPAwUGsHux7uq7laD+8VoWibbvMfmr7UGG6jph6oQvWOe8ikMIio56Rsw5VlKyj41LXdV4Mu96iq4J+FeZ5PQq0w9ksQC7r9Rq/ce+MtRmSKIqS1vTYqH7pnWU6n1NG+K8sCqTQ6NjOXvgNmnYs60+LpyMsgFmGg6SaGFkjbHS2R4DckGAWlnW3zjmavm+ygyDZnLMk+tzGDUkLZVZ/GRblKCGQlRqT47IBo3jLgLlLkUUHpPOBXpw1fkPj7nSsGu+yio+P0pLL82d8853QbPrGSw84v1zz7DTcLzWahfqR2P5xVBRMoszDar0CP8yplKN4EfuBC7r3/jHwOP58JYT4DnAX+GXgF+Nh/yPwW/ygBX1j0zTGsjcfI7uwoBd1gW6iFoU0MfmQCnEqbt05pI36zp3tKJXgd38ntKz7iZ/6Bnfu3QufU2j6rr+GOYfCg4E+mCwtSDJjegXWOQo9LPDhM6MsrDG41PZOVnRtmxemsizxnrzAd1dLbOVyP8+2aRlFvAxrEPJ64YMSZCwSXO7yDkEwKUUywlV4b3IhkXMO513GQ5UgC3XJQtJ2Q5GQNT1ts864K4R+plnnRgh00nVpLEKFwqvwXocQapBfcBZn+vxZznqkjxuyNLjeZglSbwONbFyFhFBoVhLGdHc2w/qOccQWfe/wvuff+jf/bQDe/Na32J2P8FFwzBtLvwhRwt07t+gd1NPkoX+LT2Of1dwO+u+xEUVdB4cizpn1esU4PqjO2BDwxA3WOI+3XdZ+uby6QmuVJSIuri7z59RVhXWKyBNATQqMdVSR21+PJrltZlXXVEVFuRO+V6nAeU566KPRhK7vUTGXtFysc9FR07QURZFpi1XUmkkNL9brNbXUuSBIKY2J36y47pE7KUIf1MS7VwrJIFV77VmUIiTxcz5HZE5/HOScI3DOI61FZOE7FxpVbOZ3RP5fJGJcx+o3i438NWGv63/3G1TkFKUmPffBIRs2l7R5f/DBO1RVTRtpvY+ePaWVGhs3u+fnpzgvkKlPciFwx0MkrXVBF+tu0hrzIvapkqJCiJeBbwD/CrgZHwi894+FEDf+jPf8CvArEDrXbG1rfxHt087tzXm9ta39RbEXXtCFEFPgHwP/uff+8pM72p9l3vtfA34NYGe+79P79nbmCGdy8YlUEqVTxtcwme0jdWpwMcU4zdlloLrdOtjl2cfv8fM//wsAXC5XGZ6QokAW5IpGY/ogobshyOVS5ZcMxRW+HyRglRgqNBMkYZLYUFEg/SCuo6TOnpkzBh8LHCDAG3iRQzmti8xigcCAsYlB4mP2vZD59Sb7xEs/MHMc1wowhq5LiWkgMjW0bRq8d9nLBk+pq42CjC40243dauh9KMcGvFcIoTPCYkWPMy5n/4PiaJUxTqUkrhtkDgJen1g8IWwczlkP7cO8QLoNVkhdoUvFu28Fb/vm0QHrZsEo0vWePXmUqyVPnj6iXTsaMzS6/mHsh5nbm/NaCuEHGCHci0WELAQuK/cdHx8zn89JRNi2N0hP9n5VoSk3Wq11zmKa8HPTtuzuzmkSRbBrGVUjriLkYozNYnZd34XGGrGgp6pqjHEZvvAOynqU6ZLW2ozlCiFC4VE8B+MdQinWUe64rGva9ZI6FhoJBt/XGovwPrNRVKFDdWcEjlXEppPH6/3gfXrvr/nQMmLiPsJ2dsNDxwmcEBmqCt65GFQXc3FpKlJy319Ele5XwsU/ec8z9jMwY6w1odAwS3Qk+suQE7hxFHI/T979E8ajEXfvhtePO8PJ+YLJQXhtO4NUChfzWVddi4gRblnVtL3Bq40G2S9oL7SgCyEKwoT/n733/1v89VMhxO3owdwGnv3gDyIvaofzGaN6hF2FULpv13iSNovg+NkT6siXvvVgyuLqFKI64cOP3+Gjd77HXqTB/eRPfYN5LP92HbTtmjZpYJQtlelRCUZxLpffJq5nquSryyIMXrpBCJz1WQ2v7xp8XNC1qrDCDtibDMnTLD+rK5p+TZVl64ZSZCHi5EhqkdaGBGVcWIWQMTEaMWjbYZNWiAqyqdcSu0rSxqSc2KBKIkK7MBGvvW97hNY59EZqnBswOilknjxlWbFeb/R8FAGCyRKsTmAd6CIpSHqKKkzI1aJBa521n4kd2odO8j6OBwjp0EJRpu46eHovKW4exrdqLi46nAv389bRDRYXIbnHqGJ3sovXP3zHos9qbicoalSP6E2fcxqVLlnE9noqbkopsYzSlGnOQegx23cZqqrKKnSyIlACl+shCS9QOHvOtIjV073F5k3SsTPbyZi56S3z+YzlItyP8XhMb2A8Tgt+mVU1nbMBu006Qniuri6pU7UrMD/Yp485jU4qqlgD4QUUsswSA8IHuC3Rgq0x1xcn7+ljy7bwnUM7SFxIofvcG9RjYo5JeBkqutNnBYGmXNdxDXrhugNEGsGE3auYy8qbgf+EIuTwPq00fd/n9UIpFZ+Z1MVMbyhAClbrZXae7r/0gGJnwcKG11/7+j1OTy/wUSeqEA7nUg4k1XRscudfzF6E5SKA/x74jvf+v9n40/8B/MfAP4z//u8v8oVJGOvO3ZtAi0oLlYciLqS9dSAExSguhn2H7VYcRIGmZ5dnTCdTXnopYKfT6ZyyiLrQvqHU01zmLFzivyY8WuQy8pRJTv0SHcGjThMydLoSdFkcnw3t5dD8YZOnrbTIWWxrAxe73/Qes5BVHxMeA/dVCoHMLbQ8xg8erfcWlzBkZ0LSNkYCxhgKUeYHP3jMMSegg95KyidYgr5MEkgTXtC3K8rIV17jMGnB6Ay6LAcxLiGDtnrqgWg9WAMyepPr9VCcohXrVYuODTza9Yq2bbOXJAuJ7ZKGdoGjR8UCi0pKtLN4gofbtB0SzaMnQQrgtdcfcLEOLJc78zmnlyc4+amQw2yf1dwWYij979oOIXwWUBvXFcursJBWdYVAomKewnvoO4sUUfxNhyYOKeqRauB0CyGw3nK5CpvDzngampXYgU2Tdt/Dg0NGoxHjcXgmjLFY66ijc+Gsp6zqvAn1fZtrHsCxXCxyU27TrKjKMjsfhZZ0TZObWqR2aRDw9L7rBw6399ecBO9cjnaTbeqhG2OQKTKIz2USqEuOC4Spfy0hH8W68vOCu7ZxCCGGRT6xYZKHniKDLBsQIqz8brNReOeDXHZqIJPWD5lbPKqcEH7y9Al7u3N6E4X/lisOZrvMol7Vqhe8cv8lfNxI16tFfgZk3KDSuLpPjNmfZy/yJPw88A+Abwoh/jD+7r8iTPZ/JIT4T4EPgX/vhb91a1v7i2Hbub21L5W9CMvlX/Bn+/y/9Gm/MLEibt08oltfUcfdLTRoiDt9WaCcoE4FZ11HrcssE9CsOupyRhlDvZ2dHUz0hL0E4UQu9Rc2SL5mPq8TqHjZ1nSUZZGrLvsY6iRWiLMW4V3GE6uqzGySzraUVZlxNCElth9kOHvboLzI0qje+1yBOqrG2N6RaFUy0n+S0JJQaoBF4nvbiHfW4zHOWEw8ttASZweoR8ki0wPrusJ0HblM1lqQIouPWRfU7bJ3uVxgk8eEwFuuZfgdEp9Iaipec6JUiT7LEHsKUH0+Z4fAISijR4jtM6NHCEFZjTOU44VEKnL+oK41o3HB7jzkJZ8dr3Nbr2oyZW80wg5D9ansM5vbYgj3LQGiG1Avn+d8rWvG9QQXy8N1UWC8QUdM3XqP6Eym3Nreo+ND0K0bvBe5enS9XFNNJujU+elonz7CmaPZFLzExIGZjKc8f/6cg93AwJBCcLVa0MdWar3tqYoAz5RlhSm6fO+KSlI5cg3B8uKS6a6ki+yNoqxwEcdXSkGhaJvEcgmsn1QZKqUCz9CAWenM8vW9wxpLH5VCjbVU3hO7RQYZkBTBehPgPsIfndORwx2fRVxoHTmA6bnTmImqqLmwWsgcBYRzjBFFxufFMEPSuSYY0gNC5lyYdS5HPRfnl+zMJnker9cNIz3l3u07ADy/WCKEpIn34ObeQVaTDdCNJH1x3714juhz1nIJCT+A6bhGcpVDRiFkaD0HdBZ+/Cd+kq/G1k6PP3rIOx++Txlbd00mc87OztmLyTGBoiyG0muEy4NuhadWOktvFoXOGt+TyQRjzMbDF7C2Lk44rdQ1SlrTNEMRhRB0TXsNy1ZiKGAqigJr+mudUtKC3qyXlGqQ9PWfCKnchoxouD6HTNz5do31kiKedN80mI2wj8KRZmsTMWwXE52juuLy/DRvOp0xtOt1ppU1F1dZRlQIgdQ685y11oEnnbixzlIWxVAkJSQyhpPGG4QMCT4IUg2FrlgtozJjrbPUqwcQGi/Sw+pRUlMUUcsbx2RkeK4iBNNZbtx+BYCPj6+YTzRnsfvRF2kDnzrkE9ImGRLWqfCkwBiT8yqr9ZrxaESXNnIbHB6xkWBNicuqCFh7wsV3RhOm4zE3o3wuUuCjwMr7H39IXY3yfb68vMLhad4OuiL3X3oJrQe+uFYKuoiJX51jjWVnHvISVve0yzb3PXV9T7NeZs676doM2XXCU47GGWqznWNlDEV8Nn3OTcVTlopU7i6FDIt7IkkIjzMmUyKxg1aL1jo4Vqnewnuk1Dn5rGI7oHRPuq5FRMXRQmu61mYHcLVccnlyuqGiajm4ccBkL+Tk5GgHudEpTag616nYpgNvUxtekBIZYZPZfB+Ezk7MGkVR1zmfsre3T9O2mU7thaeqhyToZk/h9JkvYp+zHnpYnABu3jjg8umzzCgxvSGVH0hd842vfQMVPfDXfmwPNZrw3rvvA/D48TE3796miJoezvmhl6dU9F3PJE7IVbNGNR1VndrZFbn/Y1EUGDMIXUHEKnNz6jZihKlYKAhWQWjaoCtF6k3onEMXEhsTN4vLPjSkThV3YvCMvQjStik5JmW4oYl3rkSB7bsN17HHRyzOuh5PjY+7UteuwmeL1BwkJC/D6Wra1TpPyOPTEwqluDhPFYUG2xuW8fW6WXN2ehbPSYdE8kaLOedFbvV3dONG8CTiGdZ1PfCPnaNZNkPRgdKhz2vEzZvW5v6JdV1hXTPg/KagbbvM7e27HlUW7B8G77I/OefZ89N4D1rmrz1gup82v+/yRZvzHi1lkFYleHw6J7vFtXEqy5Ku63JPV2dNKGxLjAxHxo2dgLKqBhlYKTg+OeH0NIzFZDLKeYZnz55hvaeLSfXeB6ZNwu7P/8X/zXQ+5yRWsN6+cZOf/am/CsBqsQDnuXf3LgDL9YpCKcroYBzu7vHSvfs5GhMSuihuF5wjnxOmuqyQUtHpGPUpHZg3caGydEMTi97hbDe0jnMOrBtYVwwieV4WaC0x8Zlv2xXW2fzstb1huVyzuAqNJ54+fcyDKHF7fPyMvmmwsbK8Xa/oVk12THRZsLM/h8gw+frP/Bx3Xn0ZIDazGTZoWRR4p/KmKxgkgmezHcCGngHAbP+Q9WpNOdkDoFmHxvdNE/MrVZGjXRUbi/uN6twXta2Wy9a2trWtfUnsc/bQPYd7QZns7NnTUCUVnRGBp4uVoHdv7LA+O2NyO3gJV1ZghOB8EXbc3ll2d49yI2glyc0gvFboqhy6kjtPbzuePA4luO27LRfRq1kte+7du890NzYCWK8DBhaxutnOjKvLMyYx3BTKhwYFAMrT9wO+7iy4lcPEHTm0mDOsYy2wLnRmIVVFSdd3JOatMZEnu+G5WGs3KlVlZtc4H7DGBE9ZG7jh1iVZ38tM56omM84ur3KT67Zb0yzXLGOX+cYE/+jZ0whZCMEqRi+Xlwt0obM+SF3WCE/2+j5+vuTk/JxRdBhXyxWvvBqgkFqV7OztUEbYYTqaYbo1IoaUBUMVbNubWJk7VObpQuUGJVU9psDRmAC5KK354OMQJYyqmhtrk7nKR7uJqfHFmRQidsEaMNtU+amUGiiL8bX3PsOO07oODUdiRCURGYMt64rW9Dx+8gQA23bcObrB00dBhVLEKA9gNB6zXCy5ezdKJKzXPHz6hLOn4b2dNRwvLrPnt/zoA773wfvhb02DEpJ5jHBv3rjDarXitfv3w2cXmj9+69vcic2rx3WV+eAHBwdU1TnrVfBYHzx4hbIoM0usqEpQG/os9YQqVqjKwiLwubLSe09jOiaxYfZytcxS1d55rDGcn4fn+Onjh3z88Ud5Tn33o4+5WK3yc96slxzOQ4TnrOFo/5DlVfjbqK65e/tOPud113Jw45CDG2Hsrp484+0YtYq65OjOHXZ2AxyjVUlvzUZTbJE99MlkwtXlCTciJGYnO+yPdzlbhvtfTydcXV1l+K3t1jnXsF6tI8ll0MR5UfvcIZerVHChBbQ6C9uAynjTR4+ecPv2c9aRojU6usV4PGFvN+CHxyeXvPW9D3jjK28AIZmU0h9KSBA2TB5guV7z+Lsf8fw4FCUhFWfPAu1tVNc8fnaMiOGVkqHzS9eEQb9cL9Cl5sbNcFPu3rnL82chrL976yZvv/M2L91/GQj6LO+98z1+7m/8LAAPH33Azvgep6eBwjweV+jIB19eWXZmOzl0E0isVxkHd5GymDRYTN9mDW1ZKLq2zyiQMZbFekkbcdj93ZucnIQJ+Aff/G3q0S7rJiz+Hz9+jpGCRRtCYotkvV5hIhfYyaAfAtA0PYKe3VnQIT9btdR1xVWckLgrwIKLWi9S8fa7YaHVukB8WDCNpf5f+cpLTAqVBZGcaXM5vFDgpYYk9epD/iCLXVUlTdNgU46grHnp1XDfv/1H30J/923eeC0sNloNmiGfq/kh1E5SEyYtxBvysal14Gb7MzYKarwLRTxJN79QipjLY7FcYHrDKMKQwlhW6xU7sffn7t5O1tqWzuH6jnqSqLxw++CQKnYwOjk54dnFOcen4Zmo65qHcbEv65r1es1Hj8NG8ejpCVVd8vGThwDszCaMZMF+LGI62t0jXeKNw0NGVc2rrwR44/mzjxhVNdNpOMem61BFQRnpyH2zQMtJGh1KpdARiuu7DmzP4iI6SNawisVN58+fc3p2xtl5mOdvfe+7HB8fs1gFMoAtC9amzwJjt24dZvivWXYge974WmgV9+rLrzAejbIG/f7RTWb7B3lcazlGxEXXa8mibXJ9hfTrmEAd5kFCGd9+6y2+9rU3WCb5C+dwXcdsGtawq7ZFCJE3eGdtlkaWKsoFp8TfiyMuW8hla1vb2ta+LPY5s1wERWZpMh8AACAASURBVBmzuhiMaahjBlfoGp/6i9ZjHj9+hIv0uxuv/ziTW7dyibQxjuenJ8jkWWufy/c94Izkze8ET/o3fuOfcbh/IxcpdcYy2old1f9/9t40WNP0vOv73cuzvsvZe5vuWTSaGS0ja/Umy8YGZDACYxc4FZIyFFAFofIhn5IQUgQqlapUPoVKkSIsMUUMwZBA2bgcxzY23iTbsizJ0mifpWd6unv6dJ/1XZ79vvPhvp77PUO58AyoRilV3x8kHZ3T7/Is93Nd/+u/1DVHpyuOzgKUYxNLX7VRWDSdb2ESz1fvfgUA/dxN1uvwRN3fPmRqew4ffB6Ao9u3ySYzbt8O0M6sSPid3/oN/sQPfiz8/ug+2zvhqZ9mKetqjRGqiiHHak0vSTzeB5bOyNTRncNJ7ud6eYrWCctl6HS6znF8dspiFaruT3/mS7xyKwzH2kGhzAOWVahyjs+PmUznMduzboJf7kgdC4O8kWXgQGcciyrTNy1+UmAG6QR25wx9S5GMg+meSqCDuu2o6wX3FsEt83x1wu7unLdJ2z6xJo64XO9JrKXvLnLCdAxc6N1AlhakKlStiwfnMfR6Z3sGvmNLRDAxqOOtXmpjcdp2HUpMqcJnMnEwbrRB6U01P9ojjJ1a34dBeS5UxMQYaqGy9UPPfDbDSAWYFwXOb8zfuq5DjVRD75kmGeszcbdMEnayPFaPB9MZW9MpTwiFbt02zMSMa7FaUjUNaxlsZlnO+WpJJxDfa0dHFDaNIdKLZUWRhu9+er5gf2eb07MAZ0yLlKeefBtbkwDPFOWUfDKhbQV6yzJcOjI7POsLIeV916AuWGms6zUnR6GLOLp7m5Pzc147Ch3GdFJQ9VMaKWUzDTcODtgRpspTT7wtDietD1bP5Tzci5lJsN5QShBF3wRjOSGVsaTCqpFwkTOdT2N37FwwxRvaEXbtyAUZuHrtKof37lHuhu++s71D7S2LalR0hzSq2KXrjYvjKMIbhWCjCvyNrLd2Q1ee/d0w5XV9Q4IjGR3fLmBIfd/x5ee/xrW98Lev/NIv8p7v/AiFKN8effQa09PgQwKEnnLE13rPzZu3+JWP/3Z4y6Tk6PQcFqOKTDOTVJ667TBFSdeP9K4laZJFDPrs/JxUGwp5cNy6/TJXrwdc/4UXv8r2tGQiNqJXDq5itcP144V+xiNXrvK7nw16lSQxVJLmXpY5ly5doqnGdmyFti6ejc51r4vBoh9ompGDf4ZD08kGeP/whFu3X6UWyOXo+DxKkRfnS6rmPn2E4hzL48M4Te8Gz7Qs6OoLSkU9WhsYeufZF0/6cjsh1Y5kTNHRLflWcPUDuH9vTZEIcyUzeJPRz8PnqBvHumt4+dVXAXhkfyteyIVNgz/OKOTzwRNk9IoPp1gxSCtezksOBcZ6+sknePDgDrvyoHwzWOPXc130+zFakyUZWiTDeVLG5CA/DMEJc1RWSiLUqG1QOgQHN63wmn0bHwwmNVRVRTJK45NgjbwlM522bXFyXgen6ExNlo8OiQtsmkS2VpLIA0eN/tugVdj8tmZTmq6LVMq27bi0vR3hDghzglkR7kXvHNnI6Ek0XmvaZkM/HlaOFTKzWa24rC6DsHiyNIvXpneQKAsyD3FNx9A21FX4t2cnxzTC9HpweoLvB7ZFWzKdTtiZFCgpGHbmW9TrdcTnh8WCfPRZd56+rqlk85/sHWC6Hj9CfGnGyWv36AR2JUmZzcM8wXQD9boik2IjLYqg3O5HjyLFUhhjTV3TD479aTiuy6rCllu0sj/YIg92IeOczCbx8rXT6euYd3m0D/n911u6oSul2BJsqm1blHO0IkPXiUEJxmpdMNZfy039oe/4Dmo3xAitclbxtRduRh/mwG+NbHKcg+398DCYtx1D3ZBY2RwHFXHJPEm4dec2l66ESmWRJdw+PIybll9U+DTlTLjY2imO74QKnKalNQNNKII4PzliVhpK8at+6onrLBcLCrmpvvLlr/ChD30IgPXqmNVKo5EBq01oVR+HsahQv442o3XX0cmwaOh61m2N1gFLPTk5xvcDXgafrq5J5D1niSNVmtUo/EBDYvECNXfDCoOjLMJnnk8mFEV4Xd17yiyJEnCbJGR5hpaKyiQJHs2Du6EbeOTSlEZsAc4WK+qhIxmE+5vlNFUT+bT3D49iliK5Y5bZQA8Npw8/DFFa7rynaZpoEwsNiQ03wbpeUZRzKrkZ/20+/1u5YrjH4NCp+j0NlcYwkZGi6b0nSRI6odvF13KjuVoXIw09jkQrvN7oHrzxcWi9NZ3G9zQeyixnJJVqm+G6Cz4qzqONi8ZY2g1xw6uqOsjR3ehJZKnrOpIB+r6nyPJ4rLMsi9ivsYbjk1OuiYVsMZlx9/4DduRvJ3nBg/uHzMV3SaVLJmPubK/Rmk1ohTF0Es0oB4VaqtvdvV3UsDHrGoYBm1pa2RyrvuP4/CRaAFulY/dik4QktVgxwjs+PmR7skVXh44X36ITi6/CdT4sNetmDNmYooscNaqdkgTFEAVMCs+tmy8A8MpLL3P9ySfZ2g9mXDcfLDjYztk/CHtY3Q94rVDjQ7jvox5EAXmSxso8T944D/0hhv5wPVwP18P1TbLe0grdex+Vh8YkzCbbVGf35Gcb7XIzDOuu56gKbc/8kRskbUclwcFdW3Ht2hXUmJhNyyCt2uH9I77y/AtcEmjnwe07XLu8TSkVxnw+ZzUKDu4fsvXoLprwmebNkqt7hr4VvNYPrIc104ngoa2LUtc20Zi+jtjirNwiw3HrhecBeORgh2ZVMRPL0meefJL1IpTzu/s74BJMKu6DakAbkGYFbSxD39IJftpU6+hKh9f0TU9TSyKaa1GuR0YTFImNYdv704JV3bEtLZvxHrA0goNnaYlXipm0kIlOSKQSLoqCIs2i2lNbQ911USE4uI6TkxNuXAvdTe9dpENuz2cMw8BKVHHrpsMnWewUsIpGWulpuRtmIdKd9ENPmmavd8fznlbOSVEWXBPs93y55tLeLsfCYBrFPN/IZYwOAiCpjpMkid+lKArato0iOKUELxVYpR0GlLsQEOF6jLSTw9BRZFmcq3jf0GtDyqj6HcbcDAZtaeuKYQyfVho3uAj9aMDgI4ti6F08vlbDpMxZrxp53/DvoghOKeqmjoph63pa6Q4nsyk6SbnzIFyb/aCYlQUjUXNeFGxPJiQSZmLLNkb1Tacz6rqKCmKUonMDVuYPbd/HdB8GRdt2wcSPUKF7rUbhKGerc+re8/IXvgoEGuANgUqN1hRFHq/5zCboGjLprBfOkWQp67NQsU/m2yAwydDWpG4egHjC7E6lCWNd7PGRHXPl+iOB2TKmQrUdW7M590+XcpxDEPfY1aZpyqhZH0NCRkrj190+9+u1lFIcHIQvrLXl/PwIM/q3JCl2GA+UYTi7z3YR/rapKmyesj0J7crstYQ60WTRIE1FuXRZluQGnrxxGYC0XpBoTynftDo74sYjAWu7evUK5ycnVGIr2u40GDabR1mWHB8fU61Fdr6sWZxLa5YESwAjXhtGVRiVs/9koEOxqMiUZxCo5OjegoNLl+R1FlgcqcAXRTnB+IRGLu482abpV7SSCemGJjq81VVFW605lwtOe0eWGUa7h63ZnEZaxKZZYXHRPtfqHEhJBK5JjGe+uxeVpHmexxu1yDISY1jLC6dpFqLzRs+cpmNva0YypsFjSIW77DpYLBas5YablXNW9Yorl2fyORKSZOMi2DXdBbWkf33YjB9pfqJyPFmxOAkPxtlEMfRL3vlUoMn5XwwD6m/EGtXFWV5IJN0m2f5iWtZoCQCboei4wYeUro2LoPOe0bPC4aMLKYTZgjEWJa+3qCrsKBVPQ2LSSJnr+5Aedf9+UIb2bYvWm83nxqOP8sqLLwEhBs/jOTsJRc98Nicr8ogjV01QOI6P267dqD1Pzk4pijJ+/sPzc5Z1w0RomPpgj92d7QglzJyLViBaKYqyjMVIrzXWJnRRSZnSSYFQ12vqdbPxje8cy7qOEvzzozNmsznXrwY31rKcsLszcscTnv/a19jble+zXvHFL32Wq5eCjcje1pyD/V2UDe9rlcbLcZwo6CtFr8b8hJZ0tgNm1BloEingqmrN1e296Ah796ylWm8eWDrNadqWQv6+revIox+GXqL65L61b5yO+xYPRTf/s2t7CqMxSvw/mhavxdPCe9JURcOjdb3i2uU9ajmQ6XTOJV0yyCja6A2fc7FY8MH3vT8OEa9fu0YxKaJNZ5IkWDlwGs/B3ja18HPXVY02YJLxQKbkWzuIfw7V8oRWpv9dU3F+vIxsE+cGnGupV2OQbY42sDwLr1VO8ri5U+YMXRvDCtLE0jcVXo5Fo1a0XR2/fze08SHTVBV93eNGmfNiybqukPkqdaui33uWz0kSRSs31KA0WMOqCb9/cHjEQecxog66un+Zw1thcLm7uxs80GUI16wrtmZzcqlkaCpsmtCLB4hSmrZu5PP2eBSFeO84YL/c51yEYaaw0WSqq6uQ40ic3ILa+FGP5mGZMCkuX7lCJhvk2dFd3vm2x3jt5svxM36j1rjBJUkSLB/MaKmqooHbaIV78btVVRVvWKUDRh0tZQ1Rkq61pm27OP9wnQfXYEq5VqOpBrjGUZ0vOJUBXTcM5OWUTLj/q7Zldb5mdScMlxuTMd0LxcZ+lnHpYJ8rgoM/97nP8cKLL3L3bmCYbO1sM9veIpdZC0kSLZW1NhyfncVueZpP6d3GSng6Kbn92ms8chCKrfPzc+aSr5rnoUIdh/LD0GEbE+MUB+/pJQyib4OHyniMm7bh5OyM+yIAunxwlUXbcS4iudVrr/Hhb/12AG7fvsPVp59m53L4DHmS8Ph7nqWQB/Bvf/zjnCzv8MRjIdJytTrHyO+aZo2dlPHB6boONTjc6DdjVIzFK6dTkjRhIsXSxz72Mb701a+hW+HZu0A80ONZExuSsDTWqshKGjf6N7IeYugP18P1cD1c3yTrLa3Q0yRhaze0PsYCg2Ik6/RqwIqyUA8tmbY4wc8eHJ9w9dGrkXY1tAPz+TajbeIwdNG2cm9vj9fu3o783GIyReGZTUOLlRcZZ6KQa5uG6XRKL+ZCy+WKJNkkmt999WUOD+9H8slqtWAhUEeSBFe8UaadZxlGES1wm75DdQODYOxNU7DB2jTT6XWmW6NlqWHVtZTS1rq6JUmSSBVzg4sGQHW1Zr1a0Qimvqo7mja4EALotCAbnQq1wg6KM5lFHJ6ekm3v844PBSOm/s4Rx+cVXi6DT37qq/zhPxxcY3/653+ed7/jHXTCLNiZlPzWJz/LIwKZPXKwh9cNl7fDrKKt1li9gWs67+lGxaMNyU/bE6F/5XYTdmEMym9ab6WUuOWFn51zGK2xUtXuzKacHYZq8dLeLovD+yBtuX4TWOPXe42MK6MCJXBslxNjgz0y4tanVGSXJDbI4Ee40PVOAoLltlRuYwSlFc53MQQFHbqYRvBrnySxort97x5KaQqJibt75w6Le/dQMmOo64bEZpG++su//dtsjZzn9ZrdrTk/9Ef/CACPPfoYzzzzDLVAbz//i/+axflZSFcCtsoC54WD37cM3sdZSdP0NE3JlnQG948Ns+xq1AtMJkU041osltgix/cb+1yFopGqfLlaxhmNtYYiy+nkmn/1+Rd57egYcSXma6/dBmN4RbqKW4f3+fgXvxjep6qYzWY8ejmwTz784Q9z88UX+Ct/4S8C8J/8pb/Cp379E3z5dz8FwLve8RROBYhvqgzl7qYTSsQBc4QLrYUtmd3NZzMSa6mkg//a734WdEJehHte9Q7f+AvRmIaL27G1G4uEizDd77fe0g19a3uXy9eeBMAvb6FUGQBXYBiWGD223QZMyqh5Xa8rmqojnYeNqihTjh7c59ojjwOgTRpTePoe9vf2omPdye17tE1HLtLe46MzZiIq8GqFSXLOF6NL3V2Ojh7wwis3AfjhP/+f84E/9jS37gXscVkvODoMbeqXP/8Fuqrh0WcDZn7rS1/kzksvRkn0lYNdSptGj5m66jm8Fx4kdd0z2d6hlJOfTHP27X5sTR2KoWvjQ6keBnoZkNbriq5pI4Wr7qB3hnIWNstsOkPgaR6cnLJYNyTS4s52L/PFr73EZ376lwC4t2qwfRctCZqq5R/82D8Ox8Z7Xrx5JwqAtPLs7m1zRtg8j6uO1ekDtubhAf3YtWtcFapo39XkacGebP7OdbRVEwVM5WSClw1PGU13gXM7XrwRd+56BgWlSN5bap5+Ipz3V77yOfYuXaNhzOR84/Sur+u6kHdZpBmu76MrYtjgxwGppe26yCX33pGX2QYODO4t8WcrrnsQHupllscHR9v3tF7HFvvw8JDjkwA5JPNthqHh1fvB4qLvOjo34OR+mm7POD9e8rangj31izdf5HhM4bGa88U5//in/hUAW9by0e/5CM8+E/72L/zIj/DxT34SJ9S909UqDs5nWU69Po5ZBIODqu+xwtOetQNDNzCR4qp3lr0rAWNedgNlOacV4oCloe07GMY5QL1JtUpTtFIcHgVCxWxrl3urLvriv3jvFZTNOBK75t6W3BdPpcn2JU7qNZ3Qj7/6z/4pzbLml3/tNwDY297iR//Mn2Ep5++1xTlf/sTHAfj+j/4R8rNTDgSPN1lG5wbUKMbLckwd/l3TNLz9iSd4TSwT1n7KdGcnCrbyMmzsrgtn9Oz0iFToxv3Q0/Ubq2rXv3HI5S3d0PM8Z38/DB/O2we4foimUmlR0FVyMnUYLoyY8tnZGXXVsnUpbEwHezvslPsxVFXrjdWkNl5YEeF1p7MZQ9GiJCptsTzhuc9/GoC9nR2m5ZSf/4VfAODbv++P8NSHf4DjX/l1AP7q//i3uXr1OvfE56Jua3IttppPPsNzX/4sv/Cb4UKYF3O2Jylvf7c8sJpzOgYmwp03SkcTqQ7Lg5MFl66N2ZI7OO+jT7tzikm5gx/Vk8tFjABT2lB3iqXkrfo0I00yZiK62j44iAZOKs15/we+lZ/7hV8B4Auv3OJbvvUDbF0O+OCvf/zjGG9QLmCtL908Q6fhgfSjP/of8dM/9X9xshRw3hnu3L3L3Xvhg3zVWB67ss/5abhpTtZ3uflyuHg/8O4nmU9zTk+CUtQmCTs7O5Fr3vc9apxg6cC5iDFlEgEW7XSH14cVGAcvvxIGeO9617fwwhe+xJOCd5pvlFKUjYfHMAxMijJ2INbamG6mUCEcXIZ5qUmDh7cMRbu+wyiPlXmBhyg68oQ5zZgbGuJgPK/dP5SfPU4uoMMH91Bu81CczGcM3nF8HmYY29t7XLryOK+K3e7ZsuJd73kWgD/9wz/MP/sn/5QPPvs+AHbLkl/6lX/Diy+F2coPfewH+Mh3fA//6qd/Orz23lbUPSxXayZ5HtkzddXS9z21zFaaMmdRrbh3EpSkj2/vj8QupnvbIXNV/Ju8DnqS8fsnOiGVWU9mLYf3XuNErq/WJpy2a1aCQZ83PTuzbT72pz8KwP/yd/4uH/mu7wWgnG3z8ssvUZ2Ge+S7v+e7eeX5lziWQm2xWvD3/+GP8R3vezcAz3/1C/ypj/0JOT89TduSiVnfYBOsSVAXvP1HVfB0OuXk6IRveX8o+H72tz7HgYJWrJTdckVVVRzIDGHZVFGFvVouSdJ0k/Wr3zgy/hBDf7gerofr4fomWW+4QleB7vAp4Lb3/o8rpZ4AfgLYBT4N/Kj3vv13vYYxhkkpdKFsRufXSIGO1Y4uBh93uKGNaSUmS7h97y57kgRf4DmsG0qJq0pdEg3pMz3Q0+OFAdN5Ta+SSE3sq45GsLhfee6LXHn7e7j2/u8B4Cf+9ce5fftfRF5t7z137t6OKTGX97ZYC0PkE597jhvX97ghwdWnJzW16vit54KHzPe8/1089fZHuf1yYGAUsxmFPNmzJEGnhoVQtPZsQpJkFELL7JoV7aoibcPTPM0sSZbIZ+po2gYrlqzOBdUmAjesq4arj4SKdWfvEv/nP/8nzKQK+DM//Me5+uST3D0NbV+RFZTlVow8Ozo+Y3EeYKFP/uYvc3DlGnOhz0yNwTVLnn8pfJ9lM/C1l++wJw6Yf+A7nmEtFsXL5RLrPFOBgRSedr0mFfZQXa8iKyQtZ2xv79C3G9hlGDbwgLWWoe9oBUtVfc+jN6Qit4obNx5hMgtQz5gk82bW1+O6Du+9qY3cv8WhH1ksI7f4YsqVRaHlXCrvMEZTjTQ/paLFMioE9Axy5Ho3oJUOkn4Cs6gUVlE6neK6gUquc6MMSZqTWrFuncyYbh+Qn4eOeLK1E+wxAKcs7/3gt/L9P/CDAHz3t3+Y//cd/5yf/PF/BMC//Jc/wzNvf4w/9Sf/JAC//qnfiFzqnfmcwwfHESo0xoQwFx3O7apZMZgdJgJLbh3sk4ojZLG9jdM+Yujr5YKq6xjElqMs5hTjPdC2ZMWUfWGq/NqnP002nZCJ1uTm8QlPPvMOPv47AQd3RvPc8+G+/Nmf+wX+8Y//OD/7kz8JwPd/7Ic4mM/5lZ//OQB+81f/Nb5rYkze297+NFeuh+stTRImW7vU8hmNU6S5xY8sJmXRktakVcJ8us0gwoGTxTl2cc5KcKFF29H2HUfC/Fqen7EzD9bih4cP4IJOYKz638h6M5DLfwF8CZjLz/8T8D97739CKfW/AX8R+Dv/rhdQBBwWYHU0xXVneCM3sk8jRavrOhk4SOvpNLdv3+b9738/ANWqI02KqI13zkUvaK01aZ5Qi+1mmlkOdg/4zX8TYJQ8yzl44j0A/NbLJ3zmk59lIUPDetWSKMdTzwRe842rj/HVF56nFzjn8l7B7Xt35bvUnJ/BIzfCcCUrdnFDxUe/7YMAvPKFz/Lrn3iFP/8X/zIAX/zSlyJ+9ugTTwSKn1jPJmmJyXImO+GBVddTmuY+AwETzYstVmJI1Q8Gm5R4uTA6HLP5nFQGYFcuXebkOFwkP/NT/5y33XiM2bZg6HlGkVje++5nADg8OeO5L71IIq35+96TIt0zVeVZry1/8o+GtrVZnvLySy+yNfpjODg5P8IIYP+1z36K3bngqqeaa1cvR8Oqk/sPuPrIFXYvhwfL1tBvoITRrkauEedcTEkKv/doTxRZOdWS6k3K+nRW0rRh49L/fva5/8HX9eu+CEG8Mt6E3nn6MZM2TfHek16Q/lulMQKxWO1o2zaajTVNEzf0tmnJ02IjzhoC+zuXh0Ghi0ive3B0xP7ONudynFKbYbI8EAmAV2/e4tkPXOLJJx4H4JmnnmLE9D77qU9z95VXufEXgnirWq1577Pfwnv/278BwPPPfYYf/0d/n9fuBqvkj3zfd/PqnQC1dV5RV3XAvoFG92ht8H5Dz82znIXAKg5oBCYpbYo2jkT8z02ao22Ok3M635sj9QDr1QKdJHzqdwJ0WhYlppzx7g99UL7/gqHpee+zAUbav3yF00Uo6P7G3/jrWAw7kq+6t3PAPC/4vu/+AwB86B1P8ZXnPsNcCrVn3/kOjHDF59vb6CzHyQNrUhQoa7CjhsITDbZ0WjDbO+D5V8Ox+cqdO1RZwZF8jkXT4C5k0SoUX33xllwXYb4yDkUviux+v/WGIBel1HXgY8A/kJ8V8AeB/1v+5B8BP/SG3/Xherj+f7AeXtcP1zfbeqMV+t8C/itgJj/vAad+fPTCq8Ajv9c/VEr9JeAvAVy/fiPapHaDZzKbR3FN257FQVJPaNeGMcozsdRNTSFP7929A+7cX0TZcK82oo3BOYpik+V57+4hq1dus5TX+o0vvciXb4aByKuv3sX1TaQaPnP9OkViubwt5vap5mBrh0UbWtPy4ArvkFScxy8nTOaXaXX4W6UTbuw9xo2roW2adU/zpc8/x0/82D8E4KN/7GPsvy1U/tcu7fLVL36Z6XQDmxRpyUpESVmSU+7MqCsJ2x161LGkEBlLX1q2Bc7ofY/KMua74X1/8Rd/kbdJfuKl609w5epjHApNc/+Rx9jZusLedugqnvv4r/IjP/IjfOI3wmD3Xe/9IB/8tm8FYLFcc356ypl0JMPa84H3vZ8XXxSlrx9YVocUUk3ndsL2VmifyyJla2srGrE9/fa347WPOaJd09BKxT30LtLowrFw1E3D4DcmTX3fkwrLBW2YSeud2ITOhfYbNtXRm1hfl+ta6w0VMU1D+PcIqxRpRidwkdE6SL5HVXNeyN+HirbIk9clGqU22QR6py0eGytytKbt2mgkt1qtOBe73P3tLVzvOBBK6Y0bj3Pn7iEz+fnxR5/g05/7fFQuD26I4TKn64q/+Vf/Gk8chL+dZZbHn3qSL3zykwB82/vfyyd+9VFOBJr7uZ/9GT784e8KB+/yVZI0p5fuqxs8zoMVyX5hE5RzMTRlWk4vyNs1SimUdC9ZUVLO52jpOra3t1mch2Hq1qTg7Oyc7/iQhMncvcf2pavs+PAdfvB7/xA/9f/8DH4Ip67wYCbhvt0uUl74ygv85T/75wG4VJa4ak0mhIXFuuY73/d+rjwqwqK6julNDkeSFyTiNGmyHJ3o+JkZXAzLyedb1Inl/xC20AuLmltnK07OBAZLM2ySxOu87/toxof3NF0XhZhfV+m/UuqPA4fe+99RSn3v+H//Hn/6e/YF3vu/B/w9gPe9/0N+Mg0HdjItqM9XeDnZyqh48ry1hASjETce6LqW9VnAFtNiTp416DEYOnPBSZAQ3KqUIhEr18tXL6M1/O2/G7rmu4enMXz6u559gv3dfSpJ4amaNY8//jin4gH+7Dvfzke+89vp5autqob3fMu7ALhz5zYMHXdfCRueb9e8+8knuCfugzrPedd3fjumDS3Wb3/qV/lzHwpQh1Y9ly7vowTesEmKSVLUuKlhMbbApJLmYqqIs5osp8hTjNwIqU555NJl7j4IFLWPfv/3sr0XIBZtNbfvvMY7n30HEPzfZ5OUTuowwQAAIABJREFU3/y1wHr5q3/tv0N7xf6l0F4PzZrnv/AFAN72xGMkuWV7L7T/ZypnvTrhmcdC2+4HSO0+jfBsbaKj6958tk05mUSsVNmEvm0iVq9sghZssVM9RhvqZrQ0DuHYo7/J2G6OodHONbSSGOPzDO9cnHm8GRr61/O6ThLrdeSLh8SiWGAMw4XPLmk0QsXLsgnGD9GaQfngPz76tbg0HZX/2MmMNE1ZC+TitBIlqLBArGUu7oJt31DmBVNRQJ8+eA3rW+rTQPMrpzOeeuQSnUjwLx8csHsQItfe/fTTvPS53+WV3/0dAOZlQaksE7FJXhnFn/uzP8qebPif+p1PUbUjZLlmez5nOgvXbdW1OA/paH2c5ZRpHrMLijSL+gO8Q9kEJfdmXpTUxSQySKY72yD5AefHRxydnUTtySOXrrC7f8BC7ttJYvnOZ5+lPAhFzv2TYz7x2c8BsPv42/kv/7O/zI5QJ09uvcz6fMHdmzfD+2p4/NKTMRnqiaefoZWEr6ZrUUlGIsdVK9FTRH97jZcEtmJnl49/9rO8eh5g0zvnPctXD9GIi6ML53pUu7ddjbYjYKLw+I1i+Ovs5fJdwA8qpf4YkBOwxr8FbCulrFQz14E7b+QNR9tNay1NN2yebtpcEFEEPu6I6yXWUJYFrXzB7b3LrG++TDYOSYYNfzlN0+BPPXp+dx1GGf77v/nXgeBVMV4Id+7e5taLN1kvpELa3uPG00+RyGDj0qXLVE3FyXGofG5cUtx98UUAHrt+A+cdj83Dhb06P8Prgdm2VKkHu0y299idhdfaLXKKMmyGQ1djsjLizwH7VaRZIZ/Z0zmFFo+IfDIhEZvRfDbDDJCJCKnpOlYDfOSjPwBA3aw5Pg6b+9n9Q8qkJZfgkNl2gV7e4/u+M1CpHty/Q1HkdE34+2pd8fZ98de+9xLLkyMSsVso8SSpZio3ie8cqUnpduUhmxjGzaVIc7Bmk+BeVyRAN4aQvM6AytMPm5+TJKFuGpy/4G+iVPTJVkOPl0l6WZQ0SUpajPD3m6rQv67X9SDXddt2bM1mG/yTTc4kOmTCljKoaNuaaVFGuqUVlnmej53ZEP1JiqKkrevoEdO0DX422VgHe08qG0J1Vonpl9AW84L5bAcllbPNUq4/com7YvOwnybUt28CcK9ZsTWZcF0M0LYyQ5YX1GJbYdOC6WQbq8LD49s+8F3clw7w9uFrrB7cp5BCrMwSjLUYoRdnOmFeztgT/LppGuYi4sOYYFAj90S+NSWrK/qFVLDOUYuArJjkfN/3fz/nx4G2OFQNru25KfemNnDj3e/YCPMmE75NBpsnpyfc+8wn+A3523c+/U7yrOCJ66FbKWdTXJGzI35PQ5Kh5fvkXjEo0PJws3mCxtBJd+Z1DzLQvry1xc5kj74P57peVrRVi7UbQzHX16/zPR+Fk17O53j+3jiC/gYwdO/9f+O9v+69fxz4j4Ff8t7/p8C/Af60/NmfA37qTbzvw/VwfUPXw+v64fpmXP8hwqL/GvgJpdT/AHwG+N9//3/iScanW5JgkpRBzJ3wGyxKa0Pf9VGw0A99qM5HJWCW8+TT74iJ59Zp1Ogf6zwmMbHlLfICpRQTec4NzsVElRv05HiO7wt9q5xQH9/j2jOhgj259yLT6RYCdVNkKSuBV7uj25B6GmGfuKoiSRMOtkO1aPOSg8v7tMJGybd3YAifsR0ayvkkSsLTxKJNQieKMKUGfOfJBHLxXU0hbV5a5qhOUQgTIsPjB8+rrwaop2oaCjkWSlm2tw/IRcxQnR+xWiw5uR+oh2U24cG9FYuz0Bb6wbEWhkJiUrT3aHmfNCmwXcfpg9C2J0lKMt9ie18qmyKL9lBd12OUphG7AkxQK5oxust7+rHidh6Nit2ZG3pxKxQ5eduKS+FYp6gN1ti39E1HswrYat+/Piji33P9e1zXxDJKKV4HuaA2YRfGaJQiWkjPZ1P6oWciM4AyLYIVwhjc0HeRMtu1LZN0SiPwxloFsdoYSac9VAJb7WzNQrsu16o1Cq08E8GR8Z6p9jzzaKhC9TBQiGp5aBoOdrY4eRCENtXylEtXHolB4zYraXsXnQ/bZrXpRpxnvV5HiGBnvgVGU9jwvsnQ0zXtxi4jzyMTKpx/BcLMMUVJMZ/iRvpxP1AIdl0tFtw7eoAShoxrB3zXx5nb4uyYtqo4FgHT2fk5T4gq9srOLt4PPPPE9wGQpTnb27s4oZb2RrN/9Soq2dBFR4M6ZQxGG+yI+2sDbM6v90Qa6Ref+wKz6Q6D3P9N05DneXSa9D64tY4zhL7rouumcwNGmzfFbhnXm9rQvfe/DPyy/O8XgW97s2/oZNPuSWibDj2ewGyCr8dBWMUwuE3bjSLNi5i2XS9XZFka1YR44kVlTBKk2GZjz6o8Mb1FoaLEvkhyHn3kUa7sh4NcNRVd23D+cvA0N2rg9PgOW7MAlSyOVpRCQVvePaOp1hhpc7NswnIx4OXCKLd3yVODkou5KUpSeZjpxKC0x/rRCtXiBo8xIv33niwvacXmUemEROCYspxQVwNq9HlIbfCMWIRN2ZYzZjKMXKwqdq89wUJaYldcIZsOKMFw3eAosinbB6G97rqW0VTaKY81hmqUYpuEzMHl0VfaJhTTGb24x00nZfj3gO27wKEWvKDrapQOrTEE9ecIjmitcW0bKatGaTqlIn4I4SFs5WnQd7X4ugcr4bs3b3H1cniomN+33/y913/wdS22t2GFGzxyze3mxuzaDp1oUvFUGePnrFzHbnAURYEdvU52tmKs3CQtaduaWR4KhmPvyFIbudmTquF0IZmUfkAVJbVADu955zu59fIr1DLvmJUFzfExmcxlZtNZdLDcunxAag1bl0IWps1S5ltbJIVAb5MZbX/B1ncYItzU1DXbF+CmqmvRRpPIPZFqRWqTmEIUrpHRn6kL9MDRtwKPyTNyeaD5polK2LZp2T0oqBbh+6jB01Y18/0A5cy3goXxaL9w4/oNTkUlm00tg4eFqEybLMfahFzsQEwWNCLj3MOzccu0SRagoTEGcMyNHc+8J6rBX755kx/60T/I4d/6X+W3Gq0txmwgF6119GRSymP0mD0bLB/GYzPuZW9kvcWJAJunWVGW5HkecdVBJTj5OMZm6GGI3gxJkuEzEz3AZ8UJl68cRCHJ0PaMuXJ924WNfqxctMY7F4dsqbUowSjXw4A3Bi0HuTSKIbGUkqPp+uDRsTw9ld9DJ2KnOlGU2XY07komc+ZbO0zlwqjajsol7O0GbnlWpJixtDQW5V00nBoU4BXGb2w5B99Hjqrrhrg5Gp2QJ0Rz/1lagjH4sTodWhqx1t3av0IzDFy7EfwyThdLhr6nkovbmxZcTzcaPA2e1TIMlhJtWNU1fryYSotVikKsAWyRo62lFZviql6jGb3hNQZFlgsbJTGsF0s6t4nRG9kAo+agHwM8XMChx8Fg17UopaLJWVutyaVbeeH5F5iXk5i5+I0KiVZKxU07WlDozVD0ormSuiBA8oQIurFqK6ZbuH6gkKFiojVpLh2SNbi+jP92WuScLhZxo1JpSioeI8oa6rqmko3o1vMvsL+zgxZm1O5sxlZZxIFkUUxi1zObzciSnHS0x1UGk+bszUdc36Oto5LOtGtaei8FUlFwvlwwFbFQf9ZjTBKDTvKyCMWHdChnp6cU0uFluQvE9JgiqCBJsKJ7QCmMCPMwKX3bMBUsvq0aXDeAHKvm/Ii6qri8tRfPRbkdZj/jPG4MuS7KKTbPKOS+TWYzsnKKl01bKxXzAlAqbPTjkDJMuONHViiGdgy8mTCZTmNs5ulpjXM+zlOUdG6xk/PEL+9cKHhGi4g3w3J5KP1/uB6uh+vh+iZZb3GFvoEZrLZkZUEnvEwUuBFH9eCNJREXPa8GSBRdJxV6Znnw6ksUIvV9UJ1gOqlgVcLQdfhhDKmwAdOTCqqpm/iUnOQlbddhdHidZJowVE2UTJMPdN3Ankjp67qiEWrUfLJHks0iI6HtQixXI+8z3d5hd+9KNL83WtG1m1ZThyQH+Z1FaUstOKUhDPw37ZgO7R4B6ujqNnJ7tQr/MUgVMd/ZYiKVWJpkVH1PL1BIPp3ih4FcsMgyz2jaBifwhvKOq8Ki6LuOxCRkwv3vvSM1lk5omEWR0zvHbC6zia6lk1g533c064pGWv6+7TEXrIb7tr0Q6OwZBhe7JI3Gmpw+UsE7nOsZxLgoSZLYgu5fOuDqwSV2BGIyb8Jm9Ou+LrB2Ag9d+IZ+Mw/o25amcZh8dGLUeO83TAcvMm95La08uZyPPEvJpimdtPSrqmI65LEr0drSjZqOriXd3YtzidmkpGvaCO1M84Ld+VaMZTTGouS+VMqQpilWItp0kuH7PqIMKZLUJZ3I2aDp1mLtvK7AE21uszRlsVxFWDUxlvVqvQlCqRsGufa6rscnfTQmI7HoPo0JRpbAuwfIt+bUVRXdF9Mk0Fd3ZebWbAn8N7b4zsdrPDUWnRgyqYazNKMfHFpsbfPJFibJourYax0rcmUTPCpi6uH/JEIy3vkQvsHGWnciVNK8Cjz7sRu7mEwlH5JMYNW2bdFao8VQ8M2stzxTtIsxHBpr0yhtVjrZJLoYg8HGC1sRWpNzSThXicWYgkwsKI8enERKFt6jBrfxk/DQNzX9yO31jlwogDZPca4nkwtuuV5w7969eKFbO+Xy9SvxfQ/2LuOyQPFTytCjcYKHHly5TNO1bIkfQ2jD+zggcn0bMV7jXUgniTaqYSMbedxFmnB0ekwiF2zvdUwEtyZBa4NW4WQ3dUVellzaDZinsgbdiW2oH0izPA5Xq6oiL/ONYEsZbGKib0pR5KyXYu9JSIFK5QbTzqO9J0mk7cVi8Th5sHQXsjIZBjRECGYYWvrex9/nxYSleOu4fsB7jxtGvrlAk2JurW2KBRaSRpSZJILlV69dpSgnDOmISb/5IdLXYylgjLs0RoUHzogZaR3zYBVgTYp34fOv1x3GWyY7ErXYVZR5ghb4MFcJI2+xGzwm0ZEosFdOmEym9NLin5+eUsqDDRXa9nEOYYxhe38vtu6zyQzjTXSwnM3mDG60zrDYJEHJw9dmGX2nGWSe4/wm8xJGQVD4PqvVmiRJMMLFbrs+2CDIoHBRV2BtFNNM8hwvn1+5Dq3dJvNgAKVtnK3AEB/kWmvysoyQhLeB4pwmsnmWOW1VR2wfD1Y+r1EKZTStvE+apqGgktc2eYGyFh8H2WazuTOe1s2+FIamMgvDx/v00qXL9H3PXOjFu0PO8fFx9E4fvA/xjRd8/0cxpNEW9EaDMX7PN7Le0g296wcOJSZqdXrO0A/xJjTGgnwh1Rqcb2LlUqRlYDOME2KryYsZxaiW7HqG8aAajUdFtVoPWKNJRtEShko2rbkuydJ59NFO5vvMDx6nks3DKkfbDeTT8OB47fAB1649CsBkMmGxqhkEP0zTgvnWxSAwj+8NbmjGn+JxcP2AwmyGuqQ4hjDQBRbrFXmRR+6vv4gfti1pWUZxCl6qjHEorBX9MAZ/NORYvDil1E1HWU5JR5/1rqUsSxYrEQeZjDILn/PBgwfs7e1FTNO7PnQKdlNVODy9iC60c7SCjSZ42mZThRul6fpuMwzT+nXVyWKxYCpCj0Vd0w5D9D9J8oyhrqJ2QHtANowky0CrzdDoG+Seq/Qm5AAftBZuzPdUihFltdqILkKM5NKcdug5PQs4+HSSkxkbb8oz59iXKLgiK7A2YSIGXIlJyNOcpQyt84PLUUldVavX4fbOOdI0jZ/RGIsawvsDLNfr+DuvNcoPZFHk4vA4Uhmg1nUN2kR/k+b0hLOx0FIK7zy1VNLee1brNYXbPKxXynNyGvaA9XJJOfLb+5pMTeJQ3tgE3MYTR2uFHjacbeWCgTAEr6eL15M2lnwy3WSOtiF4Q14ImyRMxuNjNForVMzt9IFlNm7iVm92SeXRWjFI96j9gFI6Ru5Zq1nL4Hm9XKOd4ugwEBK6wTKfTyJp4myxCGEn49xJPhtAViShyxu7Prlv3sh6iKE/XA/Xw/VwfZOst7RCX1c1v/vZL8obr6E7o5QHo/d9ZAAoY1C9RTFCEgarfEwXR6XYuaHpAlY3mU9R4g2C93g1RMpjIiG2oypTGUsxFXc0E8IG6nWocpI0xSvNRFgUCkU79FipEh59dHLBJlVTlpuE86D8GjDSeydaUw9txADDR5NuRCc4D/0IM7gBmyXx96mx1F0TVYJoHT0+AtdaxSShJEkYHBdYFj7i+r0L7AsnFcXezg5KayrBMItJSdt30R9ktVhipX2+dHCZuq4jXpinBX3fRbZJkiThO/tRdu/I8vA6w3otlnHjkQqufcg8wWvPSA+y2lDmRTyOozJ0rK70MOB9LNwoplOsGV05FdZmJHa0YvnG1SfR4lTgjrEfM2ZDW/QqdCeNVLBt2zKfljjpHterCqts5GYXeRk7FassqUlJhNqWJimptmxJZ7NcLiOnuRt6ZrNZ5KxbY2iahiTLx4+INQle8PeDy/sRnnFAWZZ0btPuF0XBWpgqEV5wIwOrZ5DuMM1Slut1vP6qpsZay1I6wLws2JpOWEhXsV4s45ylVAd451EjdqUIIRdyHIe+w4zw5RjbJh2ukc5nvIZCBxzSsADS/PWWxdqYaEOsncMZixOWmE0saZrGShqtN8wkmcWZMTbTOazyG9tmr2O38swzz3B6ehq7xjzPWdbr2JUnSYLVGi2OslptFMUXmTAXj/UbWW/phn56csxP/ot/BsC1y1s8+fhlrl8KmHPbVcznstFqjUoSYmaZ1gxscLt1tSYfcjLBmKeTKcsqxMQ559CkFwYVirKYbqg/Wm8eDIQNZCrWs73zodWLvjAG7TaYn3dE6XXbtcHaVV43S2zYhATuGOXsyl84SSOOj6f3PlobZEngnSYXhmdD18eH0OBdbKGV+DzEUYQxdIMjHVtV0g00pVKxRxgFGC0mT8nkhrNJStv2ZOkGuxvpa8FmQUV7BfwAbsDLQ7apOxh6/Iit9hucT1mLo465k/3Qk2WWvttgj2rE27XCKMV6HBYR2vrxpjVG06uBVC7VspxHnLKpe06bU3IxxRlFXG/1ukhbHDeOi14u45FRWtM4x6iB8z5kZ24+tqftOnq5/tZNHf1Yzk5PKfMJuQzH2yHAZeOFsL9/KdpdHKTB5KvIxzg/Q15s6J3Hx8fMypxCUq6aC5DEbD4P1hvdmJZj6PuBTB4GVVWzXq3i4BPgniRkdULhWwkMt1ivcM5j5Tqu24b7h/fZExpt27Zxs+yahnQYIh6P3+TJQiBJjEI85T3G2g2HXaih4z3em+APNPqJd00bcfxgZ9yTyYbtpDQyF+ikgSM+WhLoWHygA+9+hPhC9q1j3G9dW0cCwt72nE8//xUuXw2+Sl99+T5oNvGC1mKUIhFo59+mJqoLG/w403sj6yHk8nA9XA/Xw/VNst7SCn3oOo4fBIm68UseubwVqXnzMqcflZEojLVR9mttYLxslLAKrQxWKnRjk8AaAchUUCLacSJucUqjpPT0w4AelXnekxdT1KjQUh1K6U3163xIapd3tRffx4c2ODJzBodCoy6E+lql6cyFNnGsKHygLI7qQqUcg7P04++1whoYmtEaIKdVoTWdlDOOjx6g/Fh9NCRaxU5hGHqsQB9WG4bBk0p1Zayia1r8hTDuNE0jLatzbWT8JDbBZJtz0tQViQniovA+Du9cpHhmSbqpZEQBOR43ozWD0mF6T6jM4gS/G2jbNuZO6jQlT7NY3Ts30Pd9VIqmuWGQpuHkwRmff+Uu7/nIU+G1LtLJ3sJ1sboaGSBjJZam6esDOxRRqZzahKqpGaSy3tvaoveedqQf9ia07UChLbOrUxoZ2JeTCa4fIhyolIpBCyazZKMwiFChO+8iRHH56hWaeiCXyi/Pc85FdblYLEjSnERguNQmwUAtwjcW8GE4CpydnVMIa2yo1jjlI1SYlQWDdzRCazRWB6qxHK/VYsHhnVDdX9/eDtfPiK0pJV3pCNOpzfUlx3ms7rUPgp1osWBt6FaEaZQWeexw3TCQqTx2oiEcZwNzjHbE44BSeWLmK169Tt0KAQ7ZUEc1+Zivul7y8q1XoqHgdDpl3daUImA6WywFwRH4yNoIM2ZZ9jom0ZvJFH1raYuKyHc1NqOuuojVVV3PJBf5d5oyNPXIYAoeCn7TFg3DgBuGmIySFRb06MY3YLM8hip7uQ60bC82SXDDCKEEalchylBjEvrBMwrT+64jydJIf/JKb25O7zFpGjdwrZXgv+HXDo9zQ6RDdX0XT7xrHV7rTSj04NFGb9SFSmNtFuXVVAqlRp+UhtQaOsEt3dAx1J6FYNvFZBJ9wZNCUZbTiL8br8nzkrYR3LvvGLSOf5/aJB4nNwzRbwKCJ87Q93h5H6M0reujnYETn47wBRzWmCiDdl5cFcef3WbDG+QcGDlhfdPhlcKNcNugMUmCE/67byvmwqNXO1s8+a5nuS925ts7wY/kG7HGrcZ5j/MOed7K8RMsN0kCH1pt8GlrVNzglnXFzBpOZBNv04xypKMaTV1Xr4N2vPeUghPXTRN1Gc4HX55xI/BOUxaTCMVlaY41Lsrbu34gEUXmdGs7eO3UouAWf6HRg6lpOoxJIyNrvVpHhlXTtiybimZ8IPmBrusC1ZTgjlnkOVPhZu/s7kZ2jTUaPwybI6mU3C8y+3J247jpHEO3mW1p4Yq7ce5iDYk1KElDG4YhPkS10WHWpcZ5ncZcxMkJTNEYOH4RCnFeOD8jZTNM+S5qKl54IdiGuGbNK7deZgTcbty4wYuv3IwOkBAeSCM03LZtLA6rqoozqvHzv9H1lisxxvy98/M1L9++z/6+yJV1Ep+OU1tgLvA7e+eC6ZEcuJOj1zA7l6N8/AvPv8x0lJL7gZQe7QRzNoErO4pOnPMoqRS1DdTB8YLUWuOViSfXaI0bPIlQBp138TNpFahSvdt4jhhtIo0RAlXRCc+WCxdgqzzmggnT+LgZHzRpmtGu2+jjofBC0yJgpkbhJTav7To6rfGFzB/qBU4sfb0PnY4aLUnTEqUdeSE4bNOFh5DZ4Jbj5jO4PnDj5Vg0dc36/IxiFH7YIMcfB5RtM8RKxg0DDk8llDTXD+B8DIGg34hthq4NXO1uE+xQuz4kwBNEZUPfY+VY9OendDITSGzKc7/5axxnIbBjNBl7y5f3dF4edElC63vs2C0oj5LKpGtbrNEbfr6HoQ+dEYQwBe89iRQ9+e4ut26HCLNHrl7l/P6Kx68HQy3VQt5ktF780b2KswTwZEmyMTxTmmrdxRzawSmms61N8eEcZvTw6XrBpMPf+j58yHoZBpm6bdBDi2H0ToomyVRNzfl6FSMb664lTVMmYiF9aWeXp248wdX9gCsXs21mEiZjvcY1HaYIx9FbCbvQ4TuFokPokF2DTW3kxitl0GlGP27+DFygeJOlm6JMK4VXerOhayX39QVJvt4IEf3QbyZuKvzHuNc770IO6lgEdR2nYl198uCQB0cPSMTL6ebNl+idi/tf23SYLKXuKjljLt7/Wmuauope6f5N6CseYugP18P1cD1c3yTrG1Chh//uHZycL7h3LzzRpvlViiS0jFVzSpaoiKMW+RSnFFqq4Vu3bjOzCck8GF+V29ejWMYvXqXuHJNioyrr2y5WoR5Ixyp0UHgG0jFcWFusNYyouRbZ9sY5T29MsozC+yGKkvq+x2sYBHZoVgsY1nhRbbrO04/y/SQnMTm921T7Hh9bce9ViJ2TY+b6niwLx6brWlbVMkrh2zZQw9Zna/lcJs4AXFWR66tkW8IkWrd0qiPNxDyp68iLPLaqfddtFILGBMtbwYWaasW0CI5/ECqBxAYpNwSMc6TBJTqlXTVRrTsoRzMMsXWs6zr+b+ddSPUZcfyuQ1kVaWWG4Db33NdeAOAdj13jUaG22aLk8Uv72NOA/44K2bd6eS6wfJzHWBVhLOc20EfXd2iV0o82BsZircWPOLFzVE0bA7OX64qJVNXHp6cUmeG2hFK87cYTHN07ZFdMp4bBsSOqRK+DSV1Wjsk6Cm1UxNC11izP1xvmlNm4lQb6pY8W0826IlGKZHRJ9TVd39CK7fW6rjldBKreqq5Y1VWcAdgkfL+ZQGRbkxlbkxmFmGiZLMWP8yytpIseIRfwykeIFq1hZKY0DW7YQBQjyygSilXoGmJsYd9Ft1VQgYU10olVgBwvWtWGSnlT0Y//chNsLjArMBgV7Uxc21KdBsve7dmEw3uvMsxDEpS1KW5QPJBr1RhDta5RIxSkiSyl8ZoZz8nrQjB+n/XWb+jy5au6wWhFVUurrXTEl9LU4v0QebM2S1Ha0lfyhZXj1r1DjLjP3Ts949Gr4cD5viLJkji0KQpDsK4c5cgdJCN/VUeeL0A/tChv49/WbUuWZRtOtLdRBty5AZ0YmqUo3fRAs14ziDd3fX7KenG+wTVtRqrGB8cgm5i0eWgGdwGG6AeyvGRdj5t0EhWobgg2ASMFsG17rM1o5GLL8pKlKGFrW+H9wM7ocT6d0XsVN+Uky+lb/zqqnevHOK3AB++acAFOihx6TynnpOlr+qalE0tcNTgYnTO9p6ubmPk63gDjhZmmaXTcG7H0i8OhVVtRTsSfBUeL4jVx2nz5tz7PH/rQtwDw2H7L2ilMH77PuvrGbOjKbzDXjSQ+/M47F2mLWikG7+IAu3dDdPSUVwqeJrKFHJ2ewFaAJJMsRdWeVIX75cH9B0yznEyG/w/OTjm5H6i7yaQgK/LoX2KMDQ/5C57yVtvXUeZGJag2hp6OSlw0XdfRqc2gtutbmqbhWNSeR+tz7knM2unynHVdR1y8yHJmecnuNHyHRy5dYX/vgEw29GI2Rwn816ug8o548TCEImw8jnpjY+uNoal70ghRKLTf2M8ql4BSeCEwKJPG54QfhkCO95DvAAAgAElEQVRnHDdn5V43gEQeBuOR8q9z0hSNxLgJK03XuciVd8vzSFtcdis++Oy7eeks3B+3vvYaVdszcioaHx4U44buGaI1hjH6dZv46z1f/t3rG+Zm5L2nblteePkWAB983zsZRCb//7H35rG2Zfl912ettccz3enNQ9Wr8XVVV9vdnfLUHUfITSL4A+IwhMGgAAFL/GEQf8GfCIQEEiLEEYpkEtmBMMQ4cSxkQyBO7E5jxXaP1d3VXUPX+OY7n2GPa+CPtfba99kt9Sun6DKtt1pWvet77jn77L322r/1/X0HRIpKcx/pBN58Cuel3viqrjGG5o6v2v7MT/8b3L7n2TPr/fdpqo7Flm+89H1PmuSxIaeUivgYznk5djs0DS0isdE6k977kwyy/b7tyAKHWylF19YoPeQpHmO6ms2BD91YHh9QVz36kjf22r50DpUGwY/WDzXLZCmZlttjRJsE27koEa9tM17sNMfXrf7SFdMtysWUYhBhGRM79PXJEe1qFRfNrQuXKWfTaCUsegFCjRLp3pClY/CEPfOwk9JhbMemGhYJ6Ls6NnqdgS4sqG1do01/JqhB+0itcHeulivagA9qZ4OXyxhkkBfjQ1QpSac1p41/AIh8wv/2e18F4PDePju755hthQSSj8icy+HN5gBSpZCIeI6lBRt2h4lKHrbatX6BiLYQztF2fbQszpKEJtzYR8sle5MpXVgsV+sNiYN793zgyPb2gqbxjCPfcxI04XpMpzPK6SxWpbWuETJF98P9JqMoyfXesmHg+mdZRldt6MO92bUNq82SKiz4x5sVq2DKdrw8ZTqd8bGbPjv3xrXrSOM4F5gdWZojEFF4lOY5abDazYrCz5HBCMvn9WHlmYV28MtJvdZiYLKlSiGNwKqBvGCRcuxR6daMYh2pfF9tSAZxYN1oQSKld48ZdlyGUSDnnO99yYGhZXvvqxRe0BjDZuUb2ud2Jzx3/SLv3PsGAPNZzsntE6wa+O8J1prIcBLuzL/FHywOHt3T4jGG/ng8Ho/H4/EDMj6CkmbYJvmnybCbWNc10yRwd0lJkhKHrwKMdmD7+FRNEoVxjjw8kf/3v/nfEWjMPHvlGsoYunqQ2GYgcnQzSNYVLh3YFhqUiAn0Vhh0XUeKFmi0bqMyzFlLP0AFOIxpqUP3P9E96+MjTu56VsJqc4oqdpjveJy/mExwdgjkMOjekA8WA1kGuYqP1xTFplpF2EgIgTMjbmetpXUD9pZiRMok4IW6b+OWsEWQWNgEwyDh7tOvp0wCpi6yhEmpI1c2yzL6LoR9FCVG9xESS8uCdr2Orpa6MVitEQHO0W2HDD0A6ayv8AelaNfR6h7djqZNw1a6bVoPT5yBXEjTiCN3uudkvQzcfUicQDjPHLh47XkW21O2Q4Uu3vo2H9WIQQXWeaw1MD1UksZeUO/6ELjiX5oob1qWDFiw830ZGXorrbGIMAfyNCOTiiJYrKbTkh5Lo/3Ev/PgHrshRk4lGZvTJWmohF1haeomYrQqy1CiR7oxbUuEM26x9EaTRKFkQrPRuLBTODk9ZrVZc/uOn+dHJ8esghZBCslLL77ID7/wcf9edcfy5CRa/rrM2+T2fbCuPRNooXuDEy3JwPQSCTiFHO5VIeIOzFnL1s4u999/F4B5UTDJp4ig0rbSYBGR2aaSNAaPWOd54+ZMz+Nsn8N2/hoNu0nnRsjDWet37GcqZ+ccLlBsT+7fQQWArVCQKNBrX7GfHFQoaVmH9YIkwwRqMODDb4adW/jfADF96Bi6EGIb+GvAS/gNyL8DvAb8LeAG8A7w551zH4g3pq3lZOUnw7vv3uGTL9wAoG+hFXrQFJDlMuBco2udS9LI075ybYvVOkjQqYHJiM3iZcG6DTeYLKMTHljMuhs9FHw/KE58R//QxTbGRM+OqtoghEPX/gLpqmKzv087LPgaVnXDEyHhpzOCZPCPQOGcQA9AXWe4c/gWly/7eDetfcOxGx4kzo58dy9fiulHwgmkUzG70BoXH5K5yNk/3I/5o5u+oluPMu/pfMGmbYPdgW9CDTa2p+uKLE3jFm6zWiGspamC5Dvkgg50N2Esrj+DmbseHa6B7lvu37nPNLhWOkxMcJdOoBHxnKdZQVLk6NB0k07SdJYsUEd7HCLYEWRFgRSK84Grre03+KDjw5jbQhD9cJz0fOg0CHuklKSD+Cwk0dj4ME7o+z7ymBOhyNIcO4i5ui565zhAlwWrIKu/dfcuuVRcCtz7LFWjV/pmhUoULtwfa7ylxcA1lxhsmsaItrZZRaruEI02NEWbTUuaSKqgZTDOcefeHVZVECKtV6xDwfDcM8+wM19wejD0kdacHh1ThRyAalrT1V2ADb1FRBmeHJmQ6K6jDrfm1FiSsgirPqhEYdwIYyVpGhvCq8NDlIMsPOysNr5BHxbaKKRjWKBHY07nQg/JjK8xvR5FfvbMAs6IrQ8/i4RIZnjla19js/LOmfeaI555cYsf//QnAfjCr/w96s6SyOC3Y/UZoaTXrQwEUBdElKNpxKOPR4Vc/jLwfzrnPgb8MPAt4D8BftM59xzwm+Hnx+Px+P/beDy3H48fmPE9K3QhxAL4U8C/BeCc64BOCPFngX8qvOxv4EN2/+Pv9X4P0YOsRYYndNNodBOYGnMv1R8gFikESZ6RiMGMRyOzLAoy0mKHRbAL3zw4JDU6VjbzeYnumyh/110Tt4+gkRaaUEnmIvPb46H7Yq2vtkIlk+YZXZAx95uaujklD0/y9YMHrKslOjQJZzuXmM1niMFRUVua0AhUVjLJSlxwWsvmW1w+d44+bMesMThrYgdcaxO36ZvVmrZaR6fGTDpsXdGEqk/g6AeqZFP7ZJs9X/lPFzNS29GufRVRN0uElcymvnJu+zaykNI0pWta0gDlCGdpm27cFlqLcJbToGqUiDNURE3XtfFnrXvyM8wjoQzODSHD0BpNMuQ2Jp79cbZxmCjllYLgWUZDUIhKKXIZwyU+iEQaPry5LYWIc8Q4hzYGOciAHVFZ6PBK0kjR1N5hdJCh4xxt28bGoBPWB70AVddycHRIH3Y56e4eSirWQby1UFMO9r339u72nGkyoe/8bqptVly/fh3/9aBaLhFpMXqNJ2m0ZXAipHyFeVyUitXJEXXt58zBgzscr1YcbAJt0eqowrTOcf/uPe6YIVWp4vDkGPGev792Zts8d/WJeFxPPXkDW/v5w84W5AUq3BNN0zDb2oawG7NZhglNXK0tzjhy5efMwbolscTgdGMESZFHWEU4iGEy+CbqsD4IIEXShV1E33WkKom0YOWIIjfrBFrrUYgnFZ115NZ/n7e++SXyIPA7Wp6yc3zKExe8iOqpy+d59d37MZ/UNjUJ0IWdgUiTM1GlCqN1nCfiA7Q6HwVyeRrYB35RCPHDwJeA/xC46Jy7C+CcuyuEuPDInwoxJDUE73D//n1eD166T9y4SLG7RVEM2KJFpiq6E8rUgswIEDpdv2E292rBKj2kalvSQQ1qHG1Txc+1QZYOPoW81ZokXLDBVyZ2xBNACjZBdp64Ht2Fydu22KrhpPIcXNttUKni8s1PA+C2tpBtF9VeqlcMOz8tLEiL0f6m2Nx/38uPA6CojUFJEGFRcM2KZoB2ug2ma6AbOuKKumqj10nbNtHnpWsaZuWCLKQMqazE9g4RvF66jbcROD7ydLfFYhHtB5q683zeSDQStPU6UhH7vvfQT1Ch6rYZQ62tja8BaJqWPE+RATtt+9HLxWFJ05F51DmNYmQlOGvIZBKVmH1nI/Nj79w2Qmn/94zb6A8wPpy5LQRm0BB4XS9WDMfkRr8fDEoo3JntvZfwD+fL+H8PyTUINgHCm5QFWgrWtZ+L+SbHZDldPUrJt8Jiv1wuKcsinn+tNQcHB5Fdslyvmc5E5FVLbbEuUFnTjLqqRo+YEDm3CZ+zrNa0XRsfQnU72jwfnhxzcHAQrSZ6rdHO0gS19J0Hx9y6c49XX38DgBdvPs8nPvESANf1FUqVjxYK2lBPpoN5KdrBaXiozGYzynzG3p7vT9l2zbI+wQZoMZts0bcu0pN7a8iGIHH8Yjn0mQj2FtHbRWu63qDkOD/D2k5vDQ45WgejcVkZg9Wd67kdemhPP/Mx3n73PV6+5OnU0nbkqWK6G2CikxOWp0ekWYCJhIzzYKBHRqjnA4SfP8qCngCfBn7OOfe7Qoi/zAfYggohfhb4WRgxrmFYOy6um6bj/qE/Mc+98CzLTRsj2FDWe6KHhantOpJUUpaeDrVZH2KD6Gi6vaA6qtmEBc8eL5mWeUy2z5SK6SSV6UnyDKuHJofCGDtWVK3FOROP0dR1pObZrsdhYprIxmjOP/MSs0tPAXjf6oXh/m0/eau1Iw8y4K53mKaNtpixoRgeQkII1m1LEwQbZnXEJmCWfbWhOz7B9P4GqwicVTn4z+hINzxdr7jy5HMMd1y92lCWKtIni0nCanlCFj0kNtGDpCxz2ranCAlGnTFg+piUpNB0VRMXJ2dtrMCTJKHZjOIhtKFqN/EYe91hQ0POCYG1kITdmNEO6UyUjzspePvWO6jQHOu0iwK0BMOT16/QDcc0NCYfffyR5/bZeZ0mimWI1EvSjCwZZfcqUcghpm9I7vkDtLQoBMNXZ/2ZSrMcHr6dxhpNsfA/111LIkTsLTglWYVFV5oe+8BFXUOaJKxWq2h56xd2Gz3AjTUxz9JYTVkUJEOyzvKEum0iTu53GDJaPSuRUAX5+uFySd/1dPH4Pad+0weBYJJQ9T3LoDfZXx5ytPGtiU/e/DhXFrtU4Ty6QF+thhSsokSEouXNoyPK2YLnX3wRgMmkYLU5QRj/WqP9riMNC7xMXbQo1s6z/AevJ2+qRzznSghPuQ3Xyp55rXHW5yzIce6iW37pF/+av67Wkofd7vF6hXHwVvB2+cynf4jqi9/mnYPB5tuxu7vLsgo7g74fdSiDIWCcGB+u9P8WcMs597vh51/B3wT3hRCXAcJ/H3y3P3bO/YJz7mXn3MvRyezxeDz+eIw/8tw+O6/VB4R6Ho/H4/+r8T0rdOfcPSHE+0KIm86514DPAa+G//sLwH8Z/vtrf5QDGAxp6rrnXsjfOzg8wXQbrl76GABGL0Eqb9YDGAS5TCPdUClFEZLUjS1xWU0wFET1hryuScJ2sxMW2Q3qxASsPlMxtSglR1m9br30fxDqVFXEN5u2wmw29MHl8cLzN9m9fMMH3QJJmYKWbG17Bsat11/l6Nh3/2VeMp1sY4IKUEo8eBnVhV5pWQWzKVPXnIQs1rZZ0jYNbfiC9/bvs39wwNbCs2nSNIs2ARcuX2SyWMRgYZtYyrKgXge4JnGkWUEXRCJSEXcrZuml+93w3esaJST1xkM/WZpRNzUqXIO2HTFzY4x3mhx6HrbBmB4zKPfO2v3iHSoHqCcJwQWDHL7rNO+9dwsTKsbpbDeGXwjdYrSOIRADzetRx4c1t7XW3L3vbWCFSjm3u8fWIpjOCTHavEoJ1o7QkJA4Z6JxlJCK3pjI3sqyjLYbE6KcsJyGnZqUkiLPOAqsCimhCPjsucWcxmrSgUblPAxz/vz5cE47jFvGY3QQKadd23G02cTf2SAKG6wYiumERaexoRY83GwitLOuKm+XG465bms2m5q6G1TOPUWWRWZOZ3u+/C1PNW06zaXdbcph93y6YnexxVNP3QDgb//qL1OFpKOLV67y6Z/4DOcu+u/TG03aNVFpbs2S+c42NvQXjNEQekESQW96VHLGNsDaKLJKZYKw1l+H8PsYtKMk/RnL4t4YJpOMb7/hv8Nz1/c4OA09pXXNrMiwD7zgcff6M5w+uEuZ+4xYKxOq1ZJJ2IEJIWOG8GDcN6SuPUSH+R7jUXnoPwf8T0KIDHgL+Lfx1f0vCyH+IvAe8C8/2lsFvqd1CKEiPmSMoQmc5+98521evHmDvhtTbJI8iVufwet5+MLGWDaBTtf3lixLMWGbt1k3OO0oB2pYJ33wKyG098zJStOUrjPxBMpEUFdVVNFZa+hD7J3uOozoybb8Bdo6dwWVJtE/QiNJc0kq/O/PX7vK7VO/3frHv/V/c+7ik1y58iQAk9mENFGRt+2sw2w2MQC4Wm+iMq/THe++dy/GlpV5wd7eJSZT/7mL7V1mwcFuurPLxatP4gYf8mZDJeW4g3OCpCjJA5xRbU5RwbGvbTusSqiCQlNKSdP1pEPC+2qNtMRm0lnMr2ka6rrBBXc8Y3ucsyE+z1uWRudF/OIevUSKEiPABfB+tT5lUk7p5GB/XGCNn/hPP3kFY3QMALcfYOKfGf/kc1uIuMB1dcv+/j572x7fnU3K+PBSUmLOhP8miaLrbFQBl0WJMXWUsBtj4n6/6zpsSrS87ZxluVqxHaxo13Udt+ynqxVlnkW1ar61DQ6KAM9sViuUUlThniknE5qg9jTaP2D7AUrcVDhgKyzCZrXkcjGl7b2nzMWdc9Gb5d27tzlaL+njAyohS7N4LZOyQCpFPcjuW40OHkRf+fZrXNxbMA+Ycu5gOp/yxtteDX7l6mVk8QwATz7zHP/cv/KvjT4w6w075ZwmhG23y1O6piYPPSiVyKiXsA6EMdEl1atTZXQz1X3jrZ8HlelgFQCIxNODR0xbgNUR+773YJ+09NcjSXNOTg659JR3x9wc3ufCzpyv3/LeVa1RPPnENa5e80ryz3/hd8gnRTwmFzzew/+DRx2PtKA7574KvPxdfvW5R/6k8b2AM6T8cKxdpyNeuFk3bG1tRTl4OSmCF3loZqY5ymUkg7+4KyJ4tFjMOKhXdEFwIZRj2TTYsMDPsgydhwVAeA7qgL12bUWSpHFRNl2P7vqIYfWmxwQ+u+st+WzO3kV/wSQlujOk+cBQEBghUMq/1+zyUzw19TfFues3uXvnPr/9+d8C4Ede/hFsXTHIaaw29PWKOnhSN23HQZisVdMw39mlnIQFPZuQlROKIKFWRcnF6/6Y8nIaKr4BY069kCJU1dI4rO0j91yIlCo0eZUQ2K6N2KNKUm/GFXB9ifAmUKGr3dXNQ5mOiD7am1rnkNgYZ2dGNTXgrZH18BAVnikyWMzm0xkn1ZIieLs0TcXWlj+nW4stqq56iFP8QceHMbedc3Sh4WuQNL3jZOmv12Qyic1wayxKqNjow0Ke5Uj89fGGVxYRmnla2+g1JIUAqZCh17Cua1ye0UTbhj7O29ZZ8smMNBQup+sVqZC8+qrn6V+9ehlhVexRVVUVF7BEZZ7DHe6nclpyeLKJD+48TWnWFRf3fKGSZiU27E62F1v0znIa2Fqd8V5Ik8EnJs2QZ+0ZrKUO2oWtZEJZlDz/9LMAXN7d4/K581GIU5YTfvxzfxqAJ59/ATmZRX+ZMimQvY5xj6nwG94+NGeRwjvt4S2ukUThl9dT6PEe73qMktGzSSoV56o2BmMcaSh6irzgzTdfiwZ2x6cnHIX7dHvvPDuTgj5U/rbrePqJ63ztHb9Ln84W3Lp1i5Pw+qvXr8Ud/FDcuHBtP8i8fgz+PR6Px+PxePyAjO+79H/gWgrht3Zj4o+MW9HDwwMODk9YzHwVUJAghSCToQp1ChPF4V7+vg6UpsXiHEVZ0g7bycWM5aaiCeZCut6QBoghTVOEgDQb8FtJXXeju6IUIAw6sCi6tkUOT/ZcMdnZQwR+u1PGR+KFKsG0DS4ZI+qUzJnseGqlmu2y9eSzXH3ed+lPDg64/9a32Q8GY2kIfOhDebyqqvg+u7vnSNOMYuqrhGkxIyknqJmvYC9euRKZD0ZrbK9j5TyZTIJCM8Bc1uLIAX9uVFYyDxTAzXKFc310/tNtTb3sYpXdda034g/OjRZDHypy3XmFbYSQnA3B0UO5r6IK2GOUErJhZ+PZT0Nlen//HjJJgRCrpwRXL/p5sa42KOlYzOfhHH80EXTeoW9IfrdBXj6GpAyc+yLL6bo2Xkvd9X47HfDrLHD1B1qcHPwx8OdJO0tgb5JKizEuskAmWcEq0HPn2YR1U9MHSGKapaB7ZtNgwWwNuq5Qs8Fimlitp6lCKkXV+8rYOEsxKZjO/b13fHwCuUMH49C67Shz/zmJdFw4t8N84T+nqiqshjQZ4uwUSgqKMrC5nI0BKZd2Zty4dIVnn/C7yysXLpNmORdu3ABg99JFptuBAljMQEhU+H5CghGCYtvj/o1ybDbryLN3QkQ+e2e8ZUWWjnGIQghsuAaqCAHbaoQph89RQuCkpA/XM0kFX/vy70d22vlrT/Fg+XV/DeYTNqslB6tABBGSvWnKXuYv4FFbYdKCVTXYEFcYRqfTs5qKP7YRdDAu6MMYbvI0zaLHg8gyVmtD3w+NiwTjDOUwIZsWTLDFBIokYx142l66PNK50IpisaAN25m2qsiL8WJKKchtyGJUkjTJ4/YSYen7dhTBWEs59RiZSAuK+W7cmgmZIFVCF7BIISV1XUU/jTRJY/ML55BKsbXrJ2CSKpzeMCv9e92/fZvj+/dRg0sfgjL4r6R5CQimM//9pExIJ1O2zvv30rrDNIM/hCRJFNYNEWEtvbZE8r9xzCcppxvfyHGmj/BFOZnQVEtMoHuarsMZQ9+FrWkffEmi81xcrj1f98ykFE6izuDmTaexA8Uw3EzRL0cYMitYh63qN199Ha0F5SRw6aXlwgVPC283G/KyoO2GZuyje158mONs9CAInLOsln4+uosXIgYqEoGU6qGsSAfRMmHYatszfOT4rkLghIsxbF1iSPqeJGDsvTWY2v9ud7HNcrVhOyzCiAwrRRSSV03N3t5ezHFdLLYiLty2HWVZkoQFT+KtN5pqsKMuA/4eBE3lhPOhgdo0NY3V9CY0qXf2aOuG6XAvOstsWrA188dlex0bwItZxrnFgt2A1U8XC3YvXEGF1852dnHJ0NyXXvvnRoxZZgkyGTIPZhjB6BZqHbYfs4BNr+nDbB3ybYfFv+1a0iSlCw1KJ2S0pRBpjkozstC3kErwd371V6KXyxvvfIdi8J5xlr3dvZhfPJ/PsfmcafB2as2E1DryQKqo2o4uXI+hFzJc/7Za8ajj+7ugn4GChlCDgbnS9l2MheowfOu11/jhj3tOd1YusHYT8zmdgjQpordwKpNoWuScQSmiF4UVknwyJR04tzjWG48DpyHwdgiQzrICXH/mRupRStGGLv58exsZcMpzFy+jihyZDh7nwZYnYHVadyghqAM32IXgVyDkBWqs9ZOmmEi297YpgrhD6jVbs5T7dz02qaQkCcc4yVNsmjI97yf+bL6DUwUiTIJe96QDv1niF8w+KM6cwtg6Co+UMRwfP6AduutSocI9IFGk+ZS29Yu9Nh1900T+eFEUaK1jRJ2VIrKBhJKkeRbNuLI084Egg18IHX3gxjvCLs2Mi5gTgnZQmTqLQ5KEG+VjN5+hD9c2VQk7W9usjk/je30UQyAib7ttW5SUnAYM3RgbI8uin/eZPlJ/JkvSWut9hwaF4x8InxZCRhFz1/UkTsTdl1RJZLkcr9ekQtANKua2YZJm1MGrW6aSo9MTdnb8TkfrnuQMZowY+3B5nrFeb0Z/8NCwG2IfpknKPGDkT16+TNU0kdWz2WygLJkvws4awdVLl5iGXe1muaQOrB0wTItJVC3Pt3chyykD6cCocbdr8AXAsKN3xouDhj67TRXT7S2qEHydOIceRIPa/oH4R3+eB4ZMkiQ0TUMaohaVI3o/9X1Hlufx+y2Xp0xnW6wqf62tEEzCbrHXDpPCvRAhePHCBVSpoxDstK6xIsOEumbvwkWOA0PGPzCrP6RTeJTxGEN/PB6Px+Px+AEZ398K/QzcElV9AyYtxIixak3T9bx7y1eoe+e3yVQRsWylpmw2K6aTASse+dDCdTgnGN4+zwR2Y5gEzrdRRBqS1q1Pcxn4kCIcwVBRIemNYee892OYbC1YbAcOrXbAaNume400I96lkgRtRs6xsy5upfu+w1kTLXGdFUzmWxRhy1jOpxwfHpKGrezp8XHcmqrZhAtXrjME1DmpSLMsVhhlWcbqyVjr1aiB1ldXa0zfRoWga2uc0Zh+UAx2uGBVkOmCNBstSLOyREpJXQ3sIQ+jxOqyE2gZPHGyKUleMF2E6t34wIWBr0zfRaqXsR6aiWEEAGpkWfTa+lSZwO5ou4YklCxbizmiN5F+90GCAD7MYd2oytRagzOxyq7rimlQBDvcQ+k4AyyVhOszbP8HqO0sbGWtxcelhXtECDQuajF6Z5ABGmh7TVLm0SJBCYHVFfPAhHII6rpmUgbu9TyLPPMyz7GMEIRXiMqHYEchBLPwnfpEoYNHTHtYMc2TSPPdLnOEc5w77+HCRCnO7exF+Gw9n8ce2snxCWU2jQHuViWkk0m0FcC5qGgWicIJoibEOE2a53GnrYMdc7SnNhbJoGHpsH0fIb409da6UhbxeibJSJHGiRh2kWY5Kk0idPjr/8dvMN/Z5fYDHzKS5zlHR373n6UZiUoj9Ht6ukRUHR97xqMOp6/fZtW7SFk9OT2NKV5KKbIsi728D5Ks+H1d0AdrybPj7PZzFPh4+e5XvvoKAB/72FOQSSbD3kMpkiQdFwHr4mKxXC7JsoxJOJEqzThe1wjhJ9lkOmM7bBF1V6G1jpFZ69NjijQbM0SFYHdvNy6InTaxCZVlJbrpopGXMZYsn9IPNr15Qav7yBtGEL0zus5zp6UKdK5EIMk5WPuFKZ/vceP6M5F2VVcVMkz0u7dvMZtO4zFW6w2ZNNRhke6aEdcuJiWbTYVwbTjGHumgCRasQmtMU8fzWG82pNmI70qTRGOiJM+QMolxW2mZsbuzyyqYc3WmIw0JSyrNUSqNnh5OCtI0pxlmplRROJQkCqTADj491lFbw+vf8pLp3jiyyTaTYP06m6SkQwNLWDbNhjJwfz+qIQQxdchai5JjMvzh4SFbIetzOB9x8bf9Q9mRw3WIWZ9nHlBt2zJ+CuH9NBje9MsAACAASURBVDYNcKEtsOFhnKcGUY9+K+2mYms2xQbpvzEdRZZycOSFfELJaFXQ9cb74tcBrkgTNpsVwxPWRMGNf+++b8hCI/3y5Ys0XTuasElJphQq/O3u9i57Fy4wgGMyy9jZ84v99NY+1jmKUMSkkylOCJqgvyin85i4pIQX4Q020MK4+LAEfCFliQ8H4Swm9I20lH/onLftCHt562ci6UKKJH7ZdVVxYWc3Ggp+6atf4d6DfZbhvN689ixvv+WtPhZ1y7QouXLFG+O99fq32b0wjcIpKRxZljNS2sf1b0zrGsV2jzoeQy6Px+PxeDwePyDjI8sUHUZ01TuD/DvnODo6YVbsxJ+VHANkZZDJn61gRvtS7143bFs73bNYzHBtqGSSjCTAF8YVWD2Gs86VwrXdGDBgekizWAlMZlvI0NGuqjUiUYhmrNCtgUE1kktJlqSoQNEydRPVhHk5oWta5kHxirXUbcvupSv+c9sGK9Ng9wjbly/Hjv2Ll56kbWpWx1512mhoWnMmVWl0H6xXJ9imiUEHeVmwrpfYwH0zXY9t+5FdoTVJ2FHU1MikoK/9udja2sIoydZuoJLOS6qmQYXvUOJiFmvfm5iPCsTt40gHlWSBKtq23rI3CT8jJaY3ccelpCIVsLfjq1ypDcWwlRaKtunQwarhowFc/Pw0waBKolFCRQOnVd1gB+M0rSnSDD0IXqwmyzPqZggK9k1Je4a2OFSlacjC1P2QQRmMzUKTer3ZRBl52wuMVAzx1JOipA+BxgCt3nDlwvnYpD46PmY68XBM1TT4DN+QetW1TMopaWCU+eq2pw/Mqcr2sUl4cnJClmfRzqPIc7bmc4qgJM2LCecvXmEzsDmMwahhjl8FIVic8/BmVk5I8jzmTjSrDTK8jwSQIt7j2mqsNREascYHb5tBmSwkSWhyOqw37zqTBpTneTznWmtvVx32okku6cNBTGdTur6LSvVq03DzYy9gwmtXm4pFyE+99+ABO1tbrDZ+t3L9xg2W6w2zoAbtmorp7oLlkCZmR4dRrTXWuSgsMmfcOb/X+MgX9D+oHAVA+sl974H3RKqbnkWZ0wX/EpUKBIJ+iNSSKjIsrNakKqELi1aichKlWIYoqEJOmAwUOKXYrNYEBIZ8e0F1ehJ9lJXTkKqI3fVdjxhUpjiazRoV8EOD8FFXw6Jme/KyRFcBWiiLEIkEfbPB9ZbTdtyamqZBtMF7XGV0iUIF+2DT9+jAiNkcrKmOlpTHwZr2nfuslstIO8uLPIYSb5rKT7XgmFhPKkzTIPPgz6I73Bmqn7WWdRNuxkmKNX20y/Xe9Un0vs6lQGVp9K7pdB89tS3eQfEsdGW0OROlJWPnPkkSkCL+bKxlf38/QltJmrFYbKEGsEcKTPiuUibU9SlZ/tFuNAUiUmxUUBYOcv9O9xwfex+e7ekcrTXpoARterqufQhiscbE85YIiQuFijUeymEIN8ahQuj0MIbz22kFigjHWGvpjCYND+tyMmG5XpOFz11MZhFD3zQ1ndao4QErBMvNmjzQb63xxzkJFOLDB+v4XbMsR0oVmSq6acFKdkL/ajrbIlUZ80kWjtOSZv59mBlQgjI8WPLpBJUX0QWxbVuaUGj1zvgFO8xFqYaeVXjYGZ+GNtC3u2YToQ1jeqwY4ZkkSdFGx2LD9tqrlRlgMUE+8ZBeNpmgiiK6VrZ9x5e++fWoaK83a27efA6AN994nQena1YDNXRSIhHsBehwr5A01tDaUOQFRpo/KK8mHmb14DvzKOP7vqDLs3XUGWGRN1nw/3TCIq1g91ywoRaStu/I5/7iG6Mpszya1FtLxLVMb4NJf/D1dhaXKJpgql+lJTM7fn5W5JggOpIpTHfm1KEqLaelF/kMFZVS6MC/7ZoN1ekRVvkJKKUkzQpkWLS1lDTLFZkM0Wn9Bnfg8cDm7gli0+OCX0aPYSMM0x3/dLfKkZ3b5eIlX60c3H1Ad88/kMzxhurBKetAaUyyjPW68g8M4Nj2uCBFFgiM05gk7E6mOUss+VbAuieKdKJoZaBWCpjOgu2BFnStiD4vMvHnywULhSwtELamD9hkWUxH7NRZtB47OcZorOspQ2XddB12eDgnfrelk6GpDYdH+7jMf+5ETUiTkXdvpYsLYlstUYlF66H38tEQFx3jYprnOX3fj/0drdl/4P07dp5ZIEUSPW2QgiRLMP1YkWtrydSZBX4oLpIE5JlwjF4/lGwvhIjNOieFX8BDZddbTdv36MB5zjoo85R5EOIUacbBSTCCs5ZW92T4871aLUmSHE58s28+3wIpuXfkdR1Gm+g5NMlLJkURHxzOQle1fOPLXmyz2N6hOq24dMX7l2xv75AHqmUxyf3ONNx7SiZIISMVs5gmkYfe9z5nYMjRddbheh3FaLY39G07Ui3PGPCBfUg/IYUkEUkUc0U2RSjM8mISo/qSJMMJ+Po3vgnAO++8S9N3zANV8Ynrz1AWfif51NM3WS+XFKEiX25WSASr2osHd7bPI7bPs7nli1ZrNWnoV2nnY++G3Zn5AIK5xxj64/F4PB6Pxw/I+L5X6FeveqWURDHdmke7Vm37WKmARTjBbOaxkKZtcPNtmlDVTfKEXlvSdNi6tcihcy6VT9MOD+Rc5fSdxVhfDXd9Rd3559j2dIIUyZmEFcFkOiPJBow9UMXkoKxsaRpfjTSrJbqp0UOqEKBUCZvg8vjuA07vrbiUBFOp4zViFeLrqhbdtSShEqv6jnOXzuNChNjdu/eR1vFWkNXPZUIXKvCtcoaQgirgxrffeIfLFy/x4tPeie7e8SF37/oqoO861KSgClTD9bpjU51i0yF9G2yZIIIEfDovqQuP6c1nGW3muHjd4/pG92hrKMJWuygKdFtHdRuOyLLQpqPv+3h9nPNUtwELtNbGyDknHM6NMEPV1FSrJXszX+ncOThFax2r/8kkj8KottmQqJQ+CGY+Ktqic44sbKUHs7dhC5+mKceB3dUZTSaUn1eMePlZhkUiRgqnkioGewghsJg4V9Mk+UOS8G6o/K3vhQz0wU5rpqWMfY3OSnISH7cIdNbEanYym6I3aw5O/Dyvmw5cG6m9J/UQMh76SkXJpvXvc3R64KPghnDq1ZoUEcVqWlt+8+/9A/bO+TXg/Lnz3HjS0/ge3Hof5Uamx2xrhioyXnr5UwA8+dzz5EEhrJQiTVL64M66Wi1JnItVtukbnBhZRWlWRIqjUjltV0c1uBUSJeVIqTUWqRRJCLLO8oyBfNx0LVk64fP/6PMAvPwnfhQDLBa+Qj88PKQJSuqf/uf/PPfv3+e9998GYGdryqULF9BhvfvS117lzdv32Q2oQ5JkLAdTs2BH0IYdvBwUr48wvu8L+p/7F38G8FvR+Wwe1V7W2ngTOOk52iJAKtPSkiQFaYAOEp/PNuLGeY4JqkSlpIdgAp6blyV6vY6NGaQ5kwhjSJKENFCJhuOQYUtvHRTJFCX9drPrNwgxYs7GOOrGQzmbkzVNqrnzxdcBmDdTpvmUlfSvn05nnFq/WF544hLf/vZrvPzpHwXg/uE+kyLlzW97X2VFxoXzF3n3vbcAWFw4x3fe94t0lVV0dY3J/OS9dPUS21tb2MR/zu3DW6xDcstsVtI1m0j9arTGyBoT6JPvvX0LypzdJ/0W+N7ygCT15/FHfvRlzl89TxG81KW1yDyj2A4UPB2aqYMUve/jedRt61OeBhqZ7jHGxAmKFLHRrKRCJIoh6+6999/BYcgCJ19Iwfb2NmWgoWZCslp6+EkI3/xKBojpA0R1fZhDnLH/9bzyEdt2ztE0fh5vNhvUdDZ6uViNNpp8UNhaR5KmMQVKCTHy0J3DOREXaaPNQ9DBcBzgHxxJltGGBT5NEjZtE33j8+mENM8iBbU3miQ8kDZtw3Sx4N6pn9eruuZ0uaQNUBtKkZdltNdt25Z65V/reo00jnyg5iHYmy/YGqTy2uePHgYbjju377IMUE5qNRe2dpgExbddbVju7/Pbd+/4Y158nhsvfByA5z7+AotzO5FO3C5POF0NilNQuac0p6E5pnB0YX2YzrLQswjU5baDhzJhe/I8Rw80Te2QxRDHB3k54/ZtD3fevnePT33yU5wLPvOfeOlTPHfzeQBef+0Nrj75DFeCF82Xvvh73D1Y8rUveyr2dGubNEkpBpxf99EnajYtkUqyFyDY1dEhxzza+L4v6C+99FL8t1IPVxh2iH2SvkLvAhe2Xh2QSI0LC5U2miRNIvNDQAxSFcKT8gfDHGfBOhMNdhyGOvCw+3BzDNh9XA4G83tr6PSSpl2F9wYGn5S+Y3P4gDu3vajg+GDNt77xDq73n/NTz/84allhwhO52pckwlfZb9y6Q1EWvPGKtzM9Pj5ie3tCGhakKxfPc3DngI+/4AM+3nztVc5tDyyElt415AHjq1ZrHty7zd399/250i1tYOKcVocoq+hCxdQKi+scixCG8cQzN7GzlGdf9pNwezGnLIZmkWQym1BOBtxS+yi7dsBlK5w2yHDeM5XS1MEArdMomUSuubA2XIOogY/h2Ua3OKlis7VuNHXdcv5C8MwxRxR5PpqioZChQtcWet2SpAPG+NFg6EKM+L1SCinHajjLM4qJn2d3792nuJ5FYygQKJXE1yohUe4MUYBxkZYBI3fdmXvk7I7EOQYEVaWpr/zDPO5DCMjARkmThHJSMglCI9N2kSVVzCbcPzzk6NQvtPce7LN/eEgdFkTjwEkZjdcQgjbEMorekEkV5+akKGh7HcyBoUhTTJKMsXJ5wsFJiGRzBpNI5LHfpZZpQmc6VqEYqd5puP2Gr3Zf/f3f5+lP3OT8NW/WVVcb2k3FNGDZW3t7ZHlONgRRdF3sbVVVxWRajPmdSqH7/qHr5094WJuUjPoRKyQHB/uk4eF38eIl3n/vHXZCTug/+K3f5HZ4AF1/4gbPPvc8gx/BJ176FFJIfuZn/PsfHOxzeHLMt1/3BeBr777DK9/02PyyWtN1Pc1mHS7to1fojzH0x+PxeDwejx+Q8X2v0M/tjtxyKSV2UN2fqUw8M8tRBQVnnSagT1mdhK2dSHFWUAe70LLIcEOlWJR0fU0mBxdERyJFpF3Vm1WsWPePjriwvUMenrhdcBOcBgSmqxuyLGNa+EqmazrsPGzV+oztvQtsX/AYc6Ny/ty/9zwnB74e+cZv/BZvvPI6lwIWLJyLD/2Gmn5p6B4EI3sBd5cte7seIzx585hNc8Ibhx6CWW82qFApCy3AOo7v+e641g4pM+4Ft0mShOsh4OJzP/VZvv7N13hw4HcRl8/tcnR/n3VIErp44xrPfebjWOHPYypNDElIU0WjW4rUV8pKKTAmcvS7uqGrG3TAHp1xNCHdyMeujW53xmh6PVYZzrkhqwSHQFtYnvpqxPQdeZZ6qTAwL3Js39EnAXfOFDJUtEWW0TU6mrq5DxCm+2EO54gSbzFwwwfGlhW4wMI5XVU02kRVrBD+HhjYKSb0IfLB9lWKWDlLKbHCRmhAa/2QutpaG1XLzgh6ZyPUsz2b43rNZBJgSAW5cmSBAqnzNPZCtuYLzKxnueuv5Zuvv8bxyRFt71/b1C3CKbIAqwhhUKHaPT/bxtQbwu2ErVcsT48xwXTK2xcQzeCsECyCivbq3jkeHO2zOvTggtM9aZbQBqxbO8eh8L+Tt97hzXe/wzy4lfZYjpdH3HjiCQBeuPk8N55+mknYGU2KLfoAP2V5SdM03hobSPKcXo86DqEETqqoHk+SNAaWa93zS//j/8BXX/GsnWefe4Y7d+/w3i2f3nTzYy9G6uTf/tVf4R///u9y4+mnAZhPZ6RJyjPh58MHB9zff8Cf+smfBOCHX/4RPvuZPwnAuq74u3/317hzx8OsQzD9o4zvP23xjJBICDFuEQRRqiyEXwSKsAjjNOvTNWloVCilyDMFYuRIOzn4jkMq0wjBpGlCLSV5Ni7oQ9pP1zgOl0u2Q6MvyZMQCRac2ZR3ccvDlj7NU5LQ5MQmiNkOBC7vjSvX6R1c9Ls+0j/zE9wqtjh827ut7Vy4EIUfp8fHXL14mRtPe6hj6TRriMfx1S/8DrnrqQ891rhtLauVn8x7i3Oo6YyfCIv2yZ0HzBdzpqFpKp3l/dsefvnK7/wunXJMAiVwuf8+891tLj3r/3b35mVS2SPCFtklWXS/zMqMhJQ0eF23G4NtuuglYvqOru8wA/e56WNTyoamWYTQguXNYINgnIk+2NZpnPCRduAnftNUOOsXlGsXL5EtRkpk3owJS0ZYhEzOOON/dOMshu6hxGAzrHWE8tqu5f07t7lx3S881urQdxjgJ0OR5xF+SpKELjwwy7JE9128f6bTKTrkffr3smNilLWoRMS826qp2Tl3Hs3IvU7zEjUIMPqecsvP67ZteebGU+jg737lX/hpeif55mte0r7/4IhqXZMNQiNruBT8jfbfv8WLn3oZM3iSSEniBLvB+tlag0xU7KW89d67lKV/EJZpyvmdHXZvfhqA2XTGhcsXeeeWn8vFfM48NFPv7T/g4PiA+8e+qLl+7TI/dPFHWAW4Js0ymrZlE0Q7eZHHee19t8XQ+kHrHivUaIMtEtIsO2O9a6PhQpIqfv03fj0mTn3tlVf4E5/+NFmAbi9dusJ7d/zxvvyjP8rnP//bbEKh9dk/+Vl2z23x9Vc9hj6fbTGZTaPNclZO+ImXfwyAu3fv8p3n3+Tn/v2fA+Dv/9bf57/9b/4LHmU80oIuhPiPgH8XP/O+js9dvAz8r8Au8GXg33QuqGwe7T39f88UVfIMJiiEHP20pY/LGiaZlNLf4GKYoIqBKp5JibVioJFGTnBR+iq7rpaRV66NYzHbYRMsLZNWItOULKjKEivBdDgdjgNHEwzpRZIym2+xFZRtWEe/WkfWztZzl0hNzoW5n4Sv/PbvYIJv97zMuXfccfubHhO8sHeNyd6Mr7/3LgCzSQ4JbE38jXL1iSf41iu+Wr+82OO9W2+jw6VLqpp7d+7E8zY9t8ODIMhywtFUPVXoPVy5+SS7n7jG7Ip/6kjlH54DBbdMc1R4eAknkc7RBmZOs17RNy2z0NHP0oLVyTrenL3uUYPltCD2MCCIbaQYm4FORgaCxrGul8jwcPZ44YgPF7OCqlqTB9+bQTUM4UEuNIkK1sl/BK3ohzG3fQHysOXtKJwafUOkUpyenlKdD35AiUIqGS2WszxDW4MaQkX0KAbSWvsA7bNe6s7Fzz372cY5+q4fq3lnWdUbirDwHJ0umc1mtMFS9uKFi9GgrWs7jLNcPOcbfe/evsVqU/HEeb97nCY5q+UmKoqr4zVluNYfe+Jpsk6wN/d/e25rm2sXLnESmqDbOzvcuX2bi9d9zNy16W70P9/ZO0eapEwnw9xMme3u8MJNnw6YTCYsw6P75cWUyjZsX/B/W/cbZCJ4/x2fPyr6zjf+oxrUxSY71nu1DKHkaZqilI1FjRTer37QsfRGI0Mh9ntf/iK9tZTBo/2Tn/oUm/WaJtwDr776bWZbgZ115x5Xr13jsz/5GQA29ZovfvGLfPWrXwXg5OiEZ599jq995Uv+mikRmUTPP/M8n/mJH+O9d/3D4VvfeJVHHd8TQxdCXAX+A+Bl59xLgAL+VeC/Av6Sc+454Bj4i4/8qY/H4/HHYDye24/HD9p4VMglAUohRA9MgLvATwH/evj93wD+U+Cvfq83Gvjh6rvAnUO17mPIgj0tkEhJOck5OQpBDEnuq/nwRFNCoYLviUwErtNDLjJpXiKkiDacurc++gsvqa1NGyxCYW8yRTkXJcZJkmBMzzw8kZUS0bMjzxKm04K+HlNGirKM0ECrN0yf2yYr/ZP+U2XC/pseflm/e4d11cRggJMH73NyPNrr1vUS6QRl4Gq//cWvMGxBDtuKxBju3/XvNd2eoxVxO7082afY9VXO0nTs7l7kxU/4LX56eUJPDQGPtgbSRIzSYmvQgVOsRIqSZ/wwrPORdgNNsapxWkdfkpGX4Stye6Z6dE54Je9QvVoXrZKNhKpeIwIzRyUhpCT0QBJh6fs+7iKmMo/hx+v1mnIyHRlMkQnzgcaHMLdFxFxNkO4Pu8tej4DQ4Ai4CuyF7cWctu+jQjBRSVBMB1xcELniLqiqI73OPJwKpdSYhJTnGW1vaULVLaWk1h11SIGaTebUTUcXqIh5dsJ2UI3SdayrNcchNCQTku3JhNU69KtSRZM4qpCic/HieWRImkmdINUwCT0n22oQkkXw/5kuFjw9nUUo1SJj/+rw6ITdvT2uX/Q7gU3dUW7tsgz3k+o7smmwxkgTimxBG653NpvjcFy74bUY1ekxm80GG6DTtu9GJ8vUopGRGTX0Ic4qbv1p8H+rlaAPrLi/+tf/e1SWRi+XN976Dm+9+R2mgZaZFyVPPe93H6cnK+7vP+B//l/+FgDHp8c449DhGkwnE1599Rtcu+Ypw9k04/DAw6rNZsPh/gGGwfbh0UHF77mgO+duCyH+a+A9oAb+L+BLwIlzbvikW8DVR/7UMyOS0YR4yBzUORtxLW0NbduRBi653zXZMUNSihGvdRLSPDY9+t6QJiPn1gH5ZMzcTPKMrWDheXp4yCwtYsZo1bQkeRK9xoVw0Xc9y3JvlGTDgtZrnJKUAdphbbGuRzzpL/a1a59k+30volh+4y2qoyV98GPZf/c9hNGIAQdvwVkT09OdsIjBB0ZIrEijcc/+/SNmky1M2PYtLu0hz/vXXrx5BbEro6WAdA7qij40pbKkwNneW4TiBVpJSJOpupYiT2PTs+s0ZVnGBX6zOqHarONDSKks8sB9zNpoTSFDWtEg3rDCYUKy03p5irSCNHw/aS1CpJTZ8BBVCKdGv3tpoxlSIjxFcABazkJ2jzI+vLk9eoOc5Z+D7ydE7xajsQbqANuVRY61DpeOUCLWRehIInweJiCsIE0fTtpJAz1xGM3QbDQCcabZWrWtz+8M94vUGt1pdrb8g/9IStrwYFZC4KxlHeZ83/cooZiUgf+OYdkoTKCv3lvdpw/N151iSomEYIQ3VxlbpiELc2qSJ5AqtgJvWysZ4cF8VuAkMUqybjvqew19wBCKyYQ88XNipY8p9rYo09DPShQJAjmkls00Tko2S0+91NpS9/775FlGIwS5G+aqBAR5PtKccS5SPOum5h/+7u8A8N69OyAUywBxLpdLkmRs3CZ5zq3QIH3h45/gxRdf5IUXX4rH0HUN9wKt0TnHK1/5Cl/4whf89c3gfOgRWKfJsoR79/25efqpJ3nU8SiQyw7wZ4GngCvAFPhnv8tLvyvFQAjxs0KILwohvvjIR/V4PB7fh/FPMrfPzuuPykPm8Xg8/uB4FMjlnwbeds7tAwgh/g7wGWBbCJGESuYacOe7/bFz7heAXwh/+4dm/gDB9CFjFALFT6low2msDtvpoAzrOrIERKjUtAUbelZSLpDKIUKSvcUipYgVyHS+gGErRoVFjxS6RHnntY1/rRUOgaHpgtF8aklDmELVbEiF8lUvQVBiJc2QB5ko+qbCBPn+keiY3PAVxvbVl9g6XHL8qm96sGWhdehNSADfVGyXuzy45+mGiVTUgWqYSEE2K5ALX41MipR0nrMXhEdb189RZ6G4zAVpUYaAAs+qMG0bK1pjG4RK0IOZf6IY1q48z7zLYxCUNFVNOp+MoRt1Td3UEQLIUhlNjCyMuyf8Dqtr29GwyphI78L5czwUxIKcptZYOwRkw9Z8RjOkElmHCRYDTnpqVLTe/eA90T/y3D47r5VS7iH6IC7uEJVTMS0H6+lyzZlGsj/sscpWQo7Zuk6TBhaVFdAaHYPGPRxoYxWu25YiVMKt6RBuVJFmaULTtVShgi+SBLFZRyXpZLVkZ9tXu9PpBGsMR8GuQDhw2kTVpROw2JohgxPo/sEBJojR3l/eZ54VHG8CIyufUlmNCJm258+do6ubaGa1NZt7RTF+fgmrefVr98L5tcx2thBhd5NOM/LW33vbly8h1ZS+93Oidx3SjswikXimShagHdN1UQhVVRXJZPKQwvasVYM1I70SoJxO+Ou/9IsArJsarS3XLnuq8o0bN5BSsg4QWpoVnAajsn/0+c/z9jtv881XvXDoT3/un+GpZ57is5/9UwD8yi//Mju75/nP/nPPXjlZHfNXfv7nAXhw+0u88errzINLpZWPXjA8yoL+HvDjQogJflv6OeCLwD8E/iU8G+AvAL/2KB84LOnGOZyAdNgknMEAtdE+ZircuEJKjDW4mIruMMYhh613lkXIRQhJmihM4M1KvG/ysB0vy5LNaYjeylKM7rHhqZIUGd2mQQRoQChJ23iuLYAxkrwMW2mtsU1DmQcYyPpjGrrlSkmkNXRB6YZtWAZXxyyfoM5Pmf+Yh2AWL1+nWa9pD/xNNKsb1icnXPy0xwSN1mwF32vTdKxOTtm5GKhgEoqdCYRFrc6b6DzpesP65BA3BGT3PVY3MR3dJgnauYhpCuW3/OBvYtv11Bt//EoIdNezCtvYuq5RSo3Wr0r66DiC+90ZGp3HwEc3TSGh74bEGImUkKbDaqxBGHrtz1VJ4hek8Fuj+zOGeBJBwpj+zgcdH9rcfthXZTwQKaT3RwcUCdp2mIBdO+t9O4wJeHvXkWYZ+UAnlCLy8bU1KCGxoV+gUhHgpsH+osQOD0UnEFaOiUVtR6oU68BnToSgt4Yi3E/aTemPAn1u2SClpAvF1PHxMYvFnNNDv9Dunj/H/v5R5I9f2LqMCbiw3D7PwYMHdIEme8dtuLO/ive4OHoL6YjWAEWWk4TjLxcznHXR275IE3bbHS6c8/j7jcs3mOz5e63tN6SbnDb0vlyaIpN0jO7TPc5Z2gAbKUTUKDgLtdHkASoshEKI8Vx1XYOTgjbYQv+Vv/TztMEr6ObTz/NDP/RD1OuBpZSireHSpUv++965F9lb61XFd976Dr93+/8B4JWvfvX/b5qcGwAAIABJREFUbe9cgy07qvv+6+79POe+5r5GM4NGIwk9ELZjJPEyWCGhMJgPQByoOF/iSqniL0lVqLIrRRVJ8ayUnao4FSoJ2Ni4jE2FqthOkI0NwiCLhIB4SCAhFKQZaTQaad537r3nsZ/dnQ/du88ZBZKBSGeuh7Oqpubec+/M7t177e7Va/3X/0/TNPzczznUyzvf+U5e9ZpXBzz/Y48/xh/+0acBOP7Uk3zi4x/nu49+x435RzgBXk4O/QEhxB/j4Fst8BAuMvks8GkhxIf9Z793ORcMUn04mNkPG6wQk/yhFGBaTd12kRkYpTB+QbdGhB1Wex7kDj4YxylNPUb5qmiWJYz9g5fCMCyGQcJMC+vU6v0CqACEpvLUu8bmlI172fp5SjkcTXFBJ1hrSAIve4Vpq5CvtkLQCbgNx2NUIhFBB1VihMD2/UIcg7QRjW/5resG4Rc8m9VkCylDz7nSW1igUYBvs1etoOwaEZSkGgywQYtVICMRctsIS5xIkrQTpmiIPETLmJaqGAd6Y6EUg8EgFH2tsKRxSuRl52QUh5dGWI9F91GqwZ92fKRRVWOUbwhv2hpFjPWLWpJECKPRU4UgqSYLZhxH7O66jW95eZnWtqEY+qOmPl4o357m8u++nlZsD/hwaxyl8VTeO0BwgTxNkFqHxhutYlK/YUopkVJM6dK2GGPC4qiUQptLC3vTknZSTGCjBijLcjJfFkzq/GfQDsjzPGxJSZIwGo3Dpl8XJf08J+521bZm5Ck6+r2MtX3LQdszz1OyNGXkG85soxmPRvT8SSISKhT8LhYuqs98rj5fW2FxbRm15EU7lOb8eZdTXlxZ5eLWWYSn043SjDjLaaeef11VE155FU3WEiVBReFkYI2hboog/pHmKRe2L/LgURdZ/8k9/4180a0PC8WI02dOc90hl9M+f+4cB659CYmvfd186y2M/CZy/KkT/PxddzEcu7m55daXsb62zsgXWD9/771EccwrXuFw99ZKtO+v2Nx/De/+tV8PUNI/+tQnefzJY1yOXRbKxVr7PuB9z/v4SeBVl3WVuc1tj9rct+d2NdnMO0XFJChAYgOYHggdLlIqhAHbdh10FhkndC0UEkk5qoj9bh4pMenulBZsFIjqZZKiR4PQuBKli1jp24kbQZJMiHryXsx4t0AkHQWaprWC2CuCG2PZ3XXReiQi8l7CxbOOXGhtY90LKRPuoW0lqWdqM03NeOBboLVBGxMI7N2H0HgqAyFdM0jIy0oRImUjFSKNQu66qSsqW4aOzVjGIeIrioI8T0lT30ruBXA7iB1SeCKpTijEBPRMOXIC2hMll4amquk0wWKVImRMlHcCHxO6Ute1SKCJ7SJW7eGgrt4xiaaiSITuTymglyYBmohPmVnbnTKS0F3o1IEs216oWlyS9pidWWvDnNZ1/Tw5xf/z97s5dfJnSUhblaWLKpNAO2xhWjA4ScKcgovauzx4JmWAdhrjunSnhZCFVBiPFe6YLktfH3GFLB/BGsviUhLeiUhF1E0N/rSoJOzu7GJ9SixLIjZWXATbyzMns5ckYRz9hR77lpyP5HlOpKLJuKwN0nfD4Zhdz6IJ0Ov1iPtZiI6LugrpzZ2dbdbWNyaw2LbGVO6UCJCkGW3TTGiJxeS0opQiiWNUBwfV1iOynO9cuLjDs2fO8r4PfRBw1NaDLXd6OLt9kUcee5RD1zjQU7/X49z9X2J50aWfsqxH3nNjtEjWVte4/rDryn7ooYdomoY3veXNALzlzW/m5ltvZewRT1/64pf52Ec/DsDNN9/MzTffzPlzThjl8LU3crk28wVdhwXcOEpQn4YQduLoAYrWdYoqRZJmoR03z3OGVRXaoutYhKJH0zQkcUYokAhLqxuiwKgoST28qWxK4liFBW1hoU9dlhSlT+0giIUIXWMoGTojd7a3yXv7WT/goEbnz5xlc/8mI8/RjLSkSYqQntPdaPK+c/RqNEYYQ6O7opigGI3CEqerCqa0JTtlcjcECUIgAgOc8Tha92/Ldhx2zfW1ZZqmCWkhqQRxngWaW5VEl2BwrbWB00NZaIUIPBZNUWLadrJAWYVQSVBWh6kXyFqn8dgV+wRY3YYFX8X5pD4iHAtj7DfRXKfsW1ygqtzG2Tc9UplNcN5GI/0C2DQNZV3TW/B1jB+BN/qFNDX1rJRy0MKgiSriQBHt0jEEeK72QIBuc8YYmqal8RjoNEmxapJy0Ti+dPCbSBSHwMUwqVE4XL4IKT0QXgbQjbEsncp97juikZLapz6kgaKuiUNaUtDv5XTvk2kbjrzkALV/DzZX18KuJYRACRn0OuM4IQbWfDdoWVWsrq+HtJHF6XQCGG2xxlJ4CKBEIZQMzz1NU5RPDQoEUZzSiyeBSVPXTmsYqMYFsVSho7jVOtR3RKRc/0TQrI3QFnwzOBdHQ/7Fv3ovhe8vUVGC8Pn0RmtUHDHwKaa8n3PdkSMc9hwyKyurPPmko7w+e+Y8W1tbPHfyBAAvvfEm7rjjDj7zGVeO6fcWeNs73sFNNzn6j8OHD/PKV7pD4Xg85nOf+xxHnzgKwDMnn+ZybeYL+siLLQhpLqkmw4RcSQnpIgTfbDIYDumlktYXk4qiIM1ShgNXoEvTnH7f7eTGR7aRj/DqpiRf6GF9XrIsJ1SaaaqwtgoRQ1WV1LpkwQsSDy/sIBFhIbJSkPnFsGoanj15ikM3HAFg/5HrOHfqNPt8RGGtxVgdNoM4yUL9IJKKuprwcpi6obe44CJgQEsXkQrrEQ4alOexcS05LdZ0Qgcp2phwv0maTvQSlXP8bgGRcUwvXwhNPUopsCa8YHVdB4y0xbqIPUTdLZpJ232cJAgF2qNvhDFBwKJtDW2raUK7kcVUBWnU8Y401GZCsAXKrSQ4rvs4UdR0TUkaCSz45o3B7iAQKWkEad6jc6IrxYdujAnIje600EXdxjFuAX5R9q3ngOdiMZdEj1rrIAQthZyciOIYU9fQIYkq9/70PClYO7WZGW3RrQ18RlI6CljrFzxtIEqkQwn5f1t7dFYaJ5RVTeGfj1KKPI5YW3UomDzuoZRkw78jhzYOEl5iI5AIDnmJuaIonIaon5vBeMTC0pITXwcWl5eDMEiUpH7794uwP+UteaRHUY4ZDR2FQOz7HLoNXFqIEhWa3iKlqNsmPAPHr6PCvQrbhny1iCzDouL0jqvL/Np7/yUL+1ZYCdQTfRb9vapY8cwzJwJw4MYjRzh8w02hMfHmm2/mjjvucPe2sMz6+joDL+332x/7Hb7+9a+z469z5vRZPvD+D/DSm5wG6fVHbuSNb3wTAPfe+wUefuQRbrn1NgD2+cLw5dicPnduc5vb3K4Sm3mEfuKU66QSCOqmmcC9hED4aCSJE+JYUvtjd1EMWVrIJ1FIVVFo3XHHQzup/pfFmDzLEdLTzdo6pHUAlLRkqTvm7YzPkaVJ2L2jKCKJMxIfDctUYlA0Pg3Rkzm17qLbiKqpGG55xMXaPtZX19jx4rn9hR6ug9AjDZKYKEAaY+KsIu97Aem6QddNIGLSbUvb1FQeHYB1OW0/cbSNoO9Jv0SUECcS61NOKsnQnWCCkkDEaIr9LllaDMfpxkvIdWkkYyb0rNpoiqLAdPS4xhAJOUWbqjCILoBE1nYiemBaMCbAPZtmjLAtyrubMQbrj/82dimt7tEq6QSMm6KL0K2THJsSRw6doVFCUdQs+rylEFcuh95FXg6NMknNCSkmiXRpHQ2Fj/DqtsZ6mC14/L5SVLLDqbdBVi4xGmXjAKFL48RRDPjZSOI4pHmE5RKhDK3bS8QytJaYVqM9G2MzxdBmcfStkT9GrK2tkSpJ3LFwxjErS0sBXbPYX6SLC/O0h7WCnW0XsW6sbzAua7ZH7n5WNw4QZwk9T3WQ9HNin1KptEFGUWAurFtH5Rxw91lG5lOJ/SzDGk018jj0qiZSEdpr3dVt41SwvKNEKgoUDK0xSGEoOwm6uuaZM2f5yO86IFO2vMhLbnopb7rW0dwOxyNOefrpBx9+kHI4YsELg7RNTVNWPPPUcQC+/pUHAo3G5uYBLl68SOrTWouLyywsLHD7Kx3Z2IFrDnLzrbdy/GmXknnq6DHOnXN0uf/kV+9mVJQ8ddylWn7347/N5drMF/S/vt+10QohvFq4x4NmaVAAt9ogrWVlxdPaKgG25NA17vhVlRq0YWHZt/CjA9ZXKJe/zDr4XdMSxUnIDVvdBu6PNEpo23ZyHGtb0jQNOGBjDca2CJ+7G41HpIGzQ5IkOVtnLvjvLSuryyH103hsblfAi1SM7hb3hQVSKQJky8mJqZDzrMoSjGbRz01dlax5x9AW4ighydx1EJKqLsKYrW0CI6TVhno8ZmN1Pcy5kND4jaL29Kvd/Sul2NneCXOh2zZsDpGaYJ7BcbBgDcor6DRVHV4+bVsMILoiaF04JsGOr1sIku6lTnLHJOjTYDWaWAhk09UPQMSWTLkjf9Qfkfpmk8FwhziStNYvnj9GZ9ELYR0VNPhWeaUCzM8VqCeb03TB1PGxmK7e6Ohy6ybIzE3n4ltjqMsyNBpJBLbVjIc+6BmP2fSt460xQTkeCLqlXaGzrWqMVaFmY60NtABVU5PneVCXanVLohKGnstlffkgVgt6vphpNQG2J7IMjCSNnM8XjSGOUxY78IKUYAUyFH0l1tNOJGmEiqKJL0auLpB06mEiIlGu96IqCtqqClTOkYSqqGj8/Zk4wbQV0qdsaRt03WkPKNraMhq7eT169hS/8R8+QuPTT4NhwYnnTnFf81fu/9I61BfSJEFrzc7AzcW5rf+BsV8miroUbhoCuLNb51EqYmPdcdMsxREaG/L8qysrZETc+fKfcfev4N4vumv+8Wf+lNff9Qbe8PN/B4B3/tI7uO9Lf8bl2MwX9C997h6g40wwIXqOlGKf52S+uL3N4tIiN910BIBjRx/nyHUvYXPF7W61btBFSeWl4dZfej1VNXFemIpOWkOWprRJJ2YsQ07ZCreY+ncEhQIVBcRFW5UkSUTbEUf1DANPWpR36Bj/Il88fw50Sy9wqydYIal8Xi+OYpSngFUiJpIRouNZT1K0kaEonCw4VEyQ6BMEAidttY/wfF7cCLL+AuPCd1IS0V9yY2iqisWVtUDPKrAUox2GHqmTJTlNO6b23aymbdBdvaDVCG0CusYPY4KvNgbbtoGG1Bo94eIRAtNW4Bf0PEvRAiJfQK2n0D1dZ2UX5cUqRsoYoToEhiYSktgjdZSUARnQVJpWteR+cZlGgMzSOtk5mEToHdJoWvezw5J3+VutnY5u12ELkOdZWMTjOJqKsh0ZV/czqw2RlMR+TgejYYhCe70eSZKEYrgxDoDQbXgqkjTaIjuSOhWHzlbdGmxZYXyjmi1cr4XwL8nucMzSQi/k35EynCJk44KlDm2kpPTapZOah9uQuiK8CLn7SLquaxO2GeHuv9NP0DqMP5YRVilEt4BbV0/oJA/RFc14SMtkLWh95/FguM2F3THHPOfKv/vYfyJdXea81x7Is5xyXEzkE4UI86i1viQfH8cxFtj04tXLy/vCRn7o0LVEURROrRtrGwgh+cY3HwDgoYceZHFhMQSxLzlymIOHHHrmxHOn+KsvfIGqcPO6utjncm2eQ5/b3OY2t6vEZh6hV/VETsnBuDo4ETQea1zrhqoZs7XlMN6u2q+56FEtcRwjhAn5t7IYEEcu+m2aIYJJF6ZSMVYoIv9zq3VIOUg0UZwirI/4ipJ0YYnSR6lSCZqmJvN0oMNxya2v/rsAPPHQAyRViYwnU7i9vR0ijL5aIEkSR4mKa7vPfCRpcMfJ7pjbaouKIqSPtoQQmCQPnCWeEM7926Z1x3o5Fd1rw6KH7rW6CjA50h7jrQsBBqdsgyBin6dKHQ23aeuK1ud7i/FgQs2gG5ejVRMEBmaSWqBpwdoguG00AZXUNBW6HZF7BIMWTkBgQs8gAnTS/Xcq+AGmIIpzVOKfAQajG1qf81xZWQ7E/1Im5Eow9oLGPxD0PQMzxoTTVRRFPjKbIFum8eAO4jhR2pr+eZ7nl3SdOj9370vbus7Q7nebtsEIiYkmlBcjj+Sq24Ysy0I95PlMkDExwkDrT1AIGXLxeZYhraXwPiGVZFiOSRfd6fnCzjaNbsP7VNeaFc/m2TQNChkEYoQ1RLEi8SypDg8+iSGNbsl8qrBtW6ZBpzJSWG0DBa5uW0SQMbSenmCCZ0+ylHroTs9oQ1MXgQVRRjFjfyo8v73D/3z4e9zz+Xvd9+WY9tkht9/uOjaffOIYwurAMWWMCSmwbi67ec0zJ7S9ts+lujY3N+n1XCr0qSefot9fZHHR3fsDR49y/PjxAB2t6pqNjc3wvr3zXf8grCX7Nze5uD3g8ccfA+DQ/v1crs18QZ8+FBhjQ1pBqYjSF+90a8jzPq1vLKrrlrzXC0edLE5orQmSdARWF/dCtbql79MbZesXSDvBu3d5bUxJ2wpU7POdhSaKEhCVH0ftCoXdsS/rs3DQTa56KqHaqpClf/kShbaGgSfnidKEOE4ou4Jqmk5akZMUISOadoJdtm0ZjpSORlWgO4dMYnToyJLEURrmQsiISMjwogzLHZpx2U0wuhoiupZwlZLGlu3zp/3PW9cC7o+FEoH2fCCRxKcG/PFYm4kiOtB4jumQl8XSlC6VEwtDnsQhHSVlgpCKJryxEx7vidKPPx4LQZwokqATqlxaLO1as6NQ1M7SiPFwO+Cep6llZ2m9Xo+RL9AdPnyYkydP0vOF2iRJKDqV+zh2i/10i3pdh5RL27ZIKQPcrqvpgPORbjHvvtdah3SHEGICg20NbWFITZeLd7JzQb1+CjMPIKtJGjLOMsajEUnc9YB4EjDcpqmMp6/295BHCdr7z8rCIlpFSA9TjJKEtq1oBn5zjiNEPcKOPR9NFGG7GoEQLCwuBNoN8NBPOUl3dDUn27YoKQN8ta5rqrqi7mo2umF7sBsK0xd2hxi/AW2PKv77g99i3PW/JCm2KfnWgw8CcMPh67BT86q1DrDlfr9Pv99nzdNt799/DeNRyS233ALAzs4gzMvrX38Xb3jDG0JT3+Jin8FgxP333+/GdOEi33n4YZY9LPO1r30du57k6zvffZSN/ft5199/FwD/+oMf4HJtnnKZ29zmNrerxK5AhD4xKeVUd2hC00y1KgvFcOCLd1nG7mgYIpDhcBuBJY3d7lbXLZlPV0RR6nQyPRFUoiJkpBBdQ4bQgSbACIURNcarviovGBCFSrtE1IbSR6FHrruN4ZaLbp956rscOPJy2m0XkQsNSqUBybK1tUUUTVr0q6rBSo9qsRVC+tMALjI2WjP2kdzi4iLD8SigcaSxgVKgrTVxmtF06YsIlLBs+/SUQFN34gRVSSwJUY+WLcI24f52d4a0dU3l0yZSgq27yMSJRwu6qNzSNHWIHsEdsbuocTweseSPl0q48XbxpFQR7rA1SSVMIyziKcidlBJjLKkvLqVZDykE0ktQpVlG7lvNq9EucaRo244N88rIRZdlGboFr7/+es6cORMKZQcPHuRrX/ta+N22bZn0P1naViMDqkUSRSqcthKPquhsOgqv65pG69BNrY1Bh8YaidGW1kM/k8SdaLs0XWs1WJCBgkCT+/k+f2HL/b4/8qoocqdYP6Y8jinrmtST1AkEW14zNBOK0dQpYjwes76xEcTD0yxHxnFAQyVZDp3YyuIy5e5g0gyUxNR1BVOn1u4U0TQNlW4Ck6mua4qy5Oy58/55FNRtw8mzrnX+5NlzrB10z6fQgo2Dh/nWo06jV+GonjtUz9NPPx0EuMGtPV1j1Pr6Opubmxz27fyHDh5CmCicDG+4Lgkd3c8++yzPHD/Bfs/E+Puf+CT792/yup//2wB86lOf4qd++hXEHo33/vd/kLe94+0AfOhDH+aL932R+++/D4Abb7yev76fy7LZL+h2KuViNUp2LcWapu3ktgTjwQ59z4NS1GBbE7o0t0cNcTyBYYEIVXqXd7QY4zHP1mCNDC3qaRpR7PjUjs8Td+3FRVHQtm14mEmScHFnQG/FPZQkVuycddJvyysbrG5s8r0TT7n/qzDs37dB6q+b5Tm7F3dY8YrobRSh4g65YZFKh/GPizFZrxeWznI8opfEtB1Wu6lRPi9Z65piWJF71aVq1x3Teh6VUI3HJGICd5RZRhp1ufqaajyg8GmhelxQjIedkh9t24SWfGs9P32XxnDnbCrPNwNQjIdhwVnqp3T0K9Zaj6/2yBwcCqabZ2utW4z885qG/bk0mgq8JGVRYG0T0ANRa9j0XYtbxrA72CX13ZI/Bn3uC2Id+gHg0Ucf5frrr+fOOx0i6y/+4rNk2YTnxQUrkxSR0ZbWp8TyKAKpwoZrjA6wvaIskDK+hKbXUSx0jQAy6AcI61BI3bPTTYtuHEMpuEcZRdGE9TGC2h/3kyim1g2J74U3xtCL00nuN83QBsa+Nb4XScY+byyMILYOXQWwuraPuhyyveOZFNMMC6zuWwv3pH3eeDwckvb6E951KVBxEvwk7+VUntcfoGoqKs8ns7OzzXOnnuPCllvAm7YhTnuc3fXpz94iZzw2/vtPneDZ504F+KDFIq0MXacWaE0b5tkJRrsxXry4xc7ODo888oib19ZgWhvm/ZoDB1j3MMXN/ft54ugTfPWrbjO/cOEix44d54mjDlu+tLKPY08+zeqay79/8EMf5qU3Oc6WB771TZ489hSdQ3/729/hcm3mC/o0HEhgEXKi7TfJq1rKWpP7RUrrmqKoyHzuOy8zGtuGVnOIw6TXVU2vn9H44qtrEtJhgWiNDo6uIhFoALoxxHEc4G9ZlpOkEQsdLK5tGNW+aeKa/WRpimrddS4Mtnju/LO81hdX6mpMEqWcPe2ihn2rayG/ppQiz/NJLtUYqkFLF420WpMtLaK9bBba+p+7hp80y6h2/aYkBLpusF27uIGRl65TsaQqavCLQl2U1KMBlW9S0m1LLOPAQW01dNWgCAVahJNB3bRIISg87rmqCpaXlyawRjXhhJEyQsURXedXWRQkaR7mvdU2YHe1aVwx1Z840ijG6irQxpZNyc6wYnHVncYiIel7Lp5hMsImCXE62byvlJ065ZpCsizDWst997noqizLS6C0z6faraqKrGumqSvXFOf/T0eX6343SzO0JRS4n1+DwFpaT0BnzdRCj4torbUT7VjkJZtBl7sHhzuXUtJREpVVRZ3l5L5eVZQVdduSebhdG0eM/QK+OxyyurTEmnYbbt00ZD3lTgRAURekccap004vZN/KPrYveo3Nfp+m2AkEW3Ga0VqL8KfUehiF5qeqKSmamme9nNvps2c5ffYMyq8Xb/uld/Dlr3yDbz7siop3vPq1Aa8/HO/wvx79XjhxaK3R1oS4RQiFFDF57saxtrHOWS8F19QNWZ6Hut/y8gqD0S5jT2eyPdxmZ+RqDee3z7Ow1Odlt7n8+s9EP8VgPGbLNx4+/sQxxqMRyysu+v/wb/4GN1zv9BHSLOMX3vQm1tbcxrdzcZtvPfhVLsfmOfS5zW1uc7tKbPYpF78TWgxSiAl0r9FB4RwMjRZ0HT+p1OyOBoEEpzWeka5DfigdVLoRrm0+Tlw+V0rpjmDKUwGohuGui1AjIqw1aDOhdTXGhN27rVviJGdn2x3l9t9wC8ePPgTA0so6W6dPdYIyLPUXQJYs+W69pDIUlQ5NFsPBRaxxkX4UxWAtcTyVN0a4qBYH59rZuuC7r4BIBcpTiesKDGIFZUmkFCOfRhGIoCwuNRTDQZDiaqohZTEIkWxVF5i2CakeXZcToWWfy+5y2x/9/ANgmTADdo1NgeV2kp4RQnD87DYPHz/LT4p1aTprLcPhMCBbHFQzxNyACL8rpWuu6UQRHJGmDDlnY02QOJRSwhTkz2pDHMUBnqu1DmRcQl6K4LS4xpuOrtlYApwW3POaoI2Eg1P6/FnZSOrWUCa+hhElVMay5FN+40Kz4nPMw3HBxfGQ5zzt6/rKMhuba8FHTKuxlkBYd+LMuRAZL2UxSsoA7RW+KUl3hH0qZuDRJmVVcfKZZzi/dcHPseEf33032ufBH3joIe790v287Kf/FgDPnj7NiWefC/82jmN2Owh05FK03TNRSlIUBaWHMq/s28fLXvYyAA4ePMTW1gXOn3en7tXVVdY3f5aTJ93/feLECW677eX+ZxsYA3/22c8CkKU5d9x5J9f6WktR1pw7f5433OVy6n/+l3/O0WPfB+DAwYP8+4/8FnfffTcAX/nKl7lcE7MUuBVCnANGwPmZXfQH2/oeGAPMx/F8+/8dx3XW2o0XajCXa3vIr+HqeZYvlF0t47gs357pgg7gVdLvnOlF9+AY5uPYu+P4cWyvjH0+jp/sccxz6HOb29zmdpXYfEGf29zmNrerxK7Egv47V+Caz7e9MAaYj+P5tlfG8ePYXhn7fByX2k/UOGaeQ5/b3OY2t7m9ODZPucxtbnOb21ViM1vQhRBvEUJ8XwhxVAjxnhle91ohxH1CiMeEEI8KIf65//z9QohnhRDf9n/eOoOxHBdCPOKv903/2aoQ4gtCiCf83/te5DHcMnXP3xZC7Aoh3j2L+RBCfEIIcVYI8d2pz37g/QtnH/H+8rAQ4vYXejwvlF0J395Lfu2ve0V9+0r6tb/+3vDtThbrxfyD48A5BtwAJMB3gNtmdO0DwO3+60XgceA24P3Ar89iDFNjOQ6sP++zfwO8x3/9HuA3ZzgeBZwGrpvFfAB3AbcD3/1/3T/wVuAvcV05rwEemOWz+hHncOa+vZf82o9hz/j2rP3aX3NP+PasIvRXAUettU9aa2vg08DbZ3Fha+0pa+2D/usB8BhwaBbXvkx7O/AH/us/AN4xw2u/EThmrX16Fhez1n4Z2Hrexz/s/t8OfNI6+xqwIoQ4MItx/oh2RXz7b4Bfw5Xz7Zn6Newd355eitcDAAACXklEQVTVgn4IeGbq+5NcAecTQhwBXgE84D/6Z/7I84kXO9XhzQL3CiG+JYT4Vf/ZfmvtKXAvKbA5g3F09svAf576ftbzAT/8/veEz1yGXfFx7gG/hr3l23vBr+EK+PasFvQfJCUzU3iNEGIB+BPg3dbaXeCjwI3AzwKngH87g2G8zlp7O/CLwD8VQtw1g2v+QBNCJMDbgP/iP7oS8/F/syvuM5dpV3Sce8SvYY/49t8Av4YX0WdmtaCfBK6d+v4lwHMzujZCiBjn9J+y1v4pgLX2jLVWW0dK/nHc0flFNWvtc/7vs8B/9dc80x23/N+zYrT6ReBBa+0ZP6aZz4e3H3b/V9RnfgS7YuPcK37tr7tXfHuv+DVcAd+e1YL+DeAmIcT1fgf9ZeCeWVxYCCGA3wMes9b+1tTn0zmrvwd89/n/9gUeR18Isdh9DfyCv+Y9wK/4X/sV4DMv5jim7B8ydSyd9XxM2Q+7/3uAf+QRAa8Bdrrj6x6zK+Lbe8Wv/TX3km/vFb+GK+HbL3b1d6ri+1ZcJf4Y8N4ZXvf1uOPMw8C3/Z+3An8IPOI/vwc48CKP4wYcAuI7wKPdHABrwBeBJ/zfqzOYkx5wAVie+uxFnw/ci3YKaHBRyt0/7P5xx9L/6P3lEeDOWfnMj3FfM/ftveLXfix7wrevlF/76+wJ3553is5tbnOb21Vi807Ruc1tbnO7Smy+oM9tbnOb21Vi8wV9bnOb29yuEpsv6HOb29zmdpXYfEGf29zmNrerxOYL+tzmNre5XSU2X9DnNre5ze0qsfmCPre5zW1uV4n9bxw6T0QnsW6OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.8402974, 0.89021474, 0.3962411880493164)"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/6.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.80154616, 0.85559434, 0.3660208582878113)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/10.jpg\", \"dataset/6.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.80377513, 0.8046105, 0.3236989974975586)"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"dataset/1.jpg\", \"dataset/7.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test SphereFace on unit test items of deepface\n",
    "\n",
    "https://github.com/serengil/deepface/tree/master/tests/dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"../deepface/tests/dataset/master.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "distances = []\n",
    "#for index, instance in df.iterrows():\n",
    "for index, instance in tqdm(df.iterrows(), total=df.shape[0]):\n",
    "    \n",
    "    distance = []\n",
    "    decision = instance[\"Decision\"]\n",
    "    img1_path = \"../deepface/tests/dataset/\"+instance[\"file_x\"]\n",
    "    img2_path = \"../deepface/tests/dataset/\"+instance[\"file_y\"]\n",
    "    \n",
    "    try:\n",
    "        euclidean, euclidean_l2, cosine = verify(img1_path, img2_path)\n",
    "        \n",
    "        distance.append(img1_path)\n",
    "        distance.append(img2_path)\n",
    "        distance.append(decision)\n",
    "        distance.append(cosine)\n",
    "        distance.append(euclidean)\n",
    "        distance.append(euclidean_l2)\n",
    "        distances.append(distance)\n",
    "    except Exception as err:\n",
    "        print(\"\", end = '')\n",
    "    \n",
    "    if index == 80:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivot = pd.DataFrame(distances, columns = [\"img1_path\", \"img2_path\", \"Decision\", \"cosine\", \"euclidean\", \"euclidean_l2\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pivot.Decision.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pivot.to_csv('sphereface_scores.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = ['euclidean', 'euclidean_l2', 'cosine']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure(figsize=(15, 3))\n",
    "\n",
    "figure_idx = 1\n",
    "for metric in metrics:\n",
    "    ax1 = fig.add_subplot(1, 3, figure_idx)\n",
    "    pivot[pivot['Decision'] == 'Yes'][metric].plot(kind='kde', title = metric, label = 'Yes', legend = True)\n",
    "    pivot[pivot['Decision'] == 'No'][metric].plot(kind='kde', title = metric, label = 'Yes', legend = True)\n",
    "    figure_idx = figure_idx + 1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find best split points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from chefboost import Chefboost as chef"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = {'algorithm': 'C4.5'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree1 = chef.fit(pivot[['euclidean', 'Decision']].copy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree2 = chef.fit(pivot[['euclidean_l2', 'Decision']].copy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree3 = chef.fit(pivot[['cosine', 'Decision']].copy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "metric = 'euclidean'\n",
    "\n",
    "if metric == 'euclidean': #Accuracy:  87.31884057971014 %, Precision:  52.381 %, Recall:  59.4595 %, F1:  55.6962 %\n",
    "    threshold = 0.5972635061702709\n",
    "elif metric == 'euclidean_l2': #Accuracy:  87.31884057971014 %, Precision:  52.2727 %, Recall:  62.1622 %, F1:  56.7901 %\n",
    "    threshold = 0.7399999427950562\n",
    "elif metric == 'cosine': #Accuracy:  87.31884057971014 %, Precision:  52.2727 %, Recall:  62.1622 %, F1:  56.7901 %\n",
    "    threshold = 0.27392937070928874"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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